{"as_of":"2026-08-12T12:02:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d46fff1b68adfe79a8a1d9e7d8b4cf10898f61ca67280446b440359e975a684d","coverage":[{"denominator":56,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":56,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T00:48:48.922727Z","state":"measured"},{"denominator":65,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":65,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":9,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":9,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T00:31:23.816102Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-04T03:39:30.157192Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-08-04T06:25:16.395119Z","title":"Hannah Snyder","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2601.15307","last_updated":"2026-08-01T09:50:18Z","snapshot_observed_at":"2026-08-08T13:46:06.471776Z","submitted_at":"2026-01-13T14:42:56Z","title":"DeepSurvey-Bench: Evaluating Academic Value of Automatically Generated Scientific Surveys","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-04T06:25:16.395119Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2601.15307"},"observation_digest":"sha256:d9b8d7c2d3fe0ad6c6cc26ad42167eb11dbf61717ee1056e2fabb523918b15f5","observation_id":"0178a7e0-9bd8-42d8-b575-b85e8443e18e","resolution":{"observed_at":"2026-08-04T06:25:16.395119Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-08-03T00:57:05.055563Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.11238","last_updated":"2026-06-08T11:56:57Z","snapshot_observed_at":"2026-08-07T15:44:10.074973Z","submitted_at":"2026-02-11T17:16:43Z","title":"SurveyLens: A Discipline-Aware Benchmark for Automatic Survey Generation","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-03T00:57:05.055563Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2602.11238"},"observation_digest":"sha256:870e154550aa7129692bd6361974b865660907198fc65ac48526e4ed9069b222","observation_id":"03b9fc20-48de-4789-bc64-72fc6e6660a9","resolution":{"observed_at":"2026-08-03T00:57:05.055563Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":"2506.12689","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-07-04T03:39:30.157192Z","title":"Scis- age: A multi-agent framework for high-quality scientific survey generation","venue":null,"work_id":"d91591da-1887-4c6a-99e1-e96b419b1d08","year":2025},"citing_paper":{"arxiv_id":"2604.06170","last_updated":"2026-04-07T17:59:58Z","snapshot_observed_at":"2026-08-11T02:48:55.184178Z","submitted_at":"2026-04-07T17:59:58Z","title":"Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-10T18:35:29.920327Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2604.06170"},"observation_digest":"sha256:5d7b21b49abe36de5a9c58c11f19d639ee173649fab0e970685dc00e6fb691d6","observation_id":"4ed604ea-ccbf-499b-bc37-31b4e1cc97a5","resolution":{"observed_at":"2026-05-11T00:20:53.535880Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":"2506.12689","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-07-04T03:39:30.157192Z","title":"Scis- age: A multi-agent framework for high-quality scientific survey generation","venue":null,"work_id":"d91591da-1887-4c6a-99e1-e96b419b1d08","year":2025},"citing_paper":{"arxiv_id":"2605.23204","last_updated":"2026-05-22T03:40:30Z","snapshot_observed_at":"2026-07-06T23:33:29.550551Z","submitted_at":"2026-05-22T03:40:30Z","title":"AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-05-25T04:46:43.679185Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2605.23204"},"observation_digest":"sha256:59e6306d32a2c12049ac87d38c0450d5712f8c790aed726ec40e4f09f1f47d04","observation_id":"abda4cb9-43aa-4eaa-b7dc-bb20fbe47534","resolution":{"observed_at":"2026-05-25T04:50:21.905251Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":"2506.12689","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-07-04T03:39:30.157192Z","title":"Scis- age: A multi-agent framework for high-quality scientific survey generation","venue":null,"work_id":"d91591da-1887-4c6a-99e1-e96b419b1d08","year":2025},"citing_paper":{"arxiv_id":"2605.29522","last_updated":"2026-05-28T07:40:10Z","snapshot_observed_at":"2026-07-06T23:38:56.014434Z","submitted_at":"2026-05-28T07:40:10Z","title":"DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-06-29T07:12:13.559728Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2605.29522"},"observation_digest":"sha256:1d0b1eab379e751c19ca0abcef23a10fb702cc30fc42ffc7a59af20cc6a38638","observation_id":"b0e571be-21cb-4a0f-bb99-65cc474d4614","resolution":{"observed_at":"2026-06-29T07:13:16.211986Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":"2506.12689","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-07-04T03:39:30.157192Z","title":"Scis- age: A multi-agent framework for high-quality scientific survey generation","venue":null,"work_id":"d91591da-1887-4c6a-99e1-e96b419b1d08","year":2025},"citing_paper":{"arxiv_id":"2606.18874","last_updated":"2026-07-21T02:44:56Z","snapshot_observed_at":"2026-08-02T10:57:53.582942Z","submitted_at":"2026-06-17T09:52:14Z","title":"Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-06-26T21:15:30.776560Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2606.18874"},"observation_digest":"sha256:5597ed0a8a5e5dd4e1c8a1608dbf1a093606998ba4dc9557467760ca8d4529dd","observation_id":"c372d4c0-4d96-407d-b529-2be1ad5bf86a","resolution":{"observed_at":"2026-07-04T00:19:13.930508Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-08-02T10:58:01.327736Z","title":"Scisage: A multi-agent framework for high-quality scientific survey generation,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.18874","last_updated":"2026-07-21T02:44:56Z","snapshot_observed_at":"2026-08-02T10:57:53.582942Z","submitted_at":"2026-06-17T09:52:14Z","title":"Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness","version":3},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-02T10:58:01.327736Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2606.18874"},"observation_digest":"sha256:77ec889aa2f45812a3cdbac4ef44608987645e608b52a8b5933aa0c01e72246b","observation_id":"6e6d73b1-5f6f-402c-8d75-c5da9520281b","resolution":{"observed_at":"2026-08-02T10:58:01.327736Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":"2506.12689","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-07-04T03:39:30.157192Z","title":"Scis- age: A multi-agent framework for high-quality scientific survey generation","venue":null,"work_id":"d91591da-1887-4c6a-99e1-e96b419b1d08","year":2025},"citing_paper":{"arxiv_id":"2606.20122","last_updated":"2026-06-18T11:47:13Z","snapshot_observed_at":"2026-08-08T06:11:50.796265Z","submitted_at":"2026-06-18T11:47:13Z","title":"ScaffoldAgent: Utility-Guided Dynamic Outline Optimization for Open-Ended Deep Research","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-06-26T17:50:16.183571Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2606.20122"},"observation_digest":"sha256:0219517a342d733405fc4b8168791addba7fe7052261550ab2d73557f1804f86","observation_id":"a285e68b-1a87-4dca-aad6-76543b474b42","resolution":{"observed_at":"2026-07-04T03:39:30.159086Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.12689","snapshot_observed_at":"2026-08-11T00:31:23.816102Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.07641","last_updated":"2026-08-07T16:11:46Z","snapshot_observed_at":"2026-08-12T11:15:23.225987Z","submitted_at":"2026-08-07T16:11:46Z","title":"SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T00:31:23.816102Z"},"links":{"cited_paper":"/paper/2506.12689","citing_paper":"/paper/2608.07641"},"observation_digest":"sha256:c35d2e20191ccb7d9cbdb91ed693d65c683cb8d030b89d2d4d61bb3140e00c84","observation_id":"c0f0c7a2-0c72-4bb1-a593-625530128592","resolution":{"observed_at":"2026-08-11T00:31:23.816102Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2506.12689/citation-record","integrity":"/paper/2506.12689/integrity","json":"/paper/2506.12689/citation-record.json","paper":"/paper/2506.12689"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:55.029767Z","title":"Growth rates of modern science: a latent piecewise growth curve approach to model publication numbers from established and new literature databases","venue":null,"work_id":"793c09da-5f6a-4b01-bc9e-e06dbbc8123c","year":2021},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.049300Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:c5227b784da5a5bd12426f945b0bb1dd651dc8eba1aa325525a7be27c7ab8652","observation_id":"4dceb13d-b872-4e9a-8bd0-860ee8c9ed68","resolution":{"observed_at":"2026-08-07T00:48:55.125645Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:43.152945Z","title":"Autosurvey: Large language models can automatically write surveys","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.152945Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:467acd9347b55b9e6d65426a70608e976449c4bbbd0f707dd5f00ae7a9c9f0f5","observation_id":"a7aa45c4-02ce-42db-b95b-5ba98a9c58a2","resolution":{"observed_at":"2026-08-07T00:48:43.152945Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:54.800591Z","title":"Deep reinforcement learning: A survey","venue":null,"work_id":"5d30d03c-f44f-4ddf-95a3-a36caf852c04","year":2022},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.282641Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:c5e1316c9d53b22eeab6d48080d0fbdb4578d09e5a5446792b6161fe1acf6c3f","observation_id":"e0a4f52a-51bf-4992-9aca-634b2fdc650e","resolution":{"observed_at":"2026-08-07T00:48:54.883834Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:43.359978Z","title":"A survey on large language models: Applications, challenges, limitations, and practical usage","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.359978Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:ecd33dc8830e0d4595fe7e63f1cf99637f0a2fcea6f80868275bac92757d2882","observation_id":"566e8994-46be-4007-b06e-b1316194723d","resolution":{"observed_at":"2026-08-07T00:48:43.359978Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:43.480494Z","title":"A survey on large language model based autonomous agents","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.480494Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:4794bd82d0d89c7e76323c813094444ae614a4d5de322cfbdd55787d1cf5cf3c","observation_id":"f511dfde-57c0-4e0a-8fc0-c4653f2884cf","resolution":{"observed_at":"2026-08-07T00:48:43.480494Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.21276","last_updated":"2024-10-25T17:43:01Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-10-25T17:43:01Z","title":"GPT-4o System Card","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.21276","snapshot_observed_at":"2026-08-07T00:48:43.628517Z","title":"Gpt-4o system card","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.628517Z"},"links":{"cited_paper":"/paper/2410.21276","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:26fa58bb11754035589a4eef54b608a359abbfa91738095e7813b60796238b47","observation_id":"e9e8edbd-e0d7-42ad-8137-cafb7bbb7c64","resolution":{"observed_at":"2026-08-07T00:48:43.628517Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.11805","last_updated":"2025-05-09T21:04:06Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-12-19T02:39:27Z","title":"Gemini: A Family of Highly Capable Multimodal Models","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.11805","snapshot_observed_at":"2026-08-07T00:48:43.746394Z","title":"Gemini: a family of highly capable multimodal models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.746394Z"},"links":{"cited_paper":"/paper/2312.11805","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:a56a161de269b710cd6cd5a990da4a22f0d2c8316c2e9c65e4301f4cf93cb5b5","observation_id":"8f08b4e2-590d-4b3c-b131-b0937e7b3c6e","resolution":{"observed_at":"2026-08-07T00:48:43.746394Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.12948","last_updated":"2026-01-04T03:57:36Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-22T15:19:35Z","title":"DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.12948","snapshot_observed_at":"2026-08-07T00:48:43.877744Z","title":"Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.877744Z"},"links":{"cited_paper":"/paper/2501.12948","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:551f21d977b133264d8459f1a3e6c2b054c0231fc170ed1646020b8b30cc03d9","observation_id":"c6385fb7-daac-4764-a1f4-89cca97e1ed8","resolution":{"observed_at":"2026-08-07T00:48:43.877744Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.09388","last_updated":"2025-05-14T13:41:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-14T13:41:34Z","title":"Qwen3 Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-08-07T00:48:43.975368Z","title":"Qwen3 technical report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:43.975368Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:e8145805e0952aab4711257ca560bec3a3795e4f45516e0c8e67ff3c0f05867d","observation_id":"a4ba309d-8e0e-4879-8a6d-ebce417a8059","resolution":{"observed_at":"2026-08-07T00:48:43.975368Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.14207","last_updated":"2024-04-08T05:38:50Z","snapshot_observed_at":"2026-08-10T06:30:53.320823Z","submitted_at":"2024-02-22T01:20:17Z","title":"Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.14207","snapshot_observed_at":"2026-08-07T00:48:44.102860Z","title":"Assisting in writing wikipedia-like articles from scratch with large language models","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.102860Z"},"links":{"cited_paper":"/paper/2402.14207","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:4113df016474fdb67d92412d2681b53060e3e8ca307a9dbe33afd13fa9936f87","observation_id":"a965e07e-8a4f-452d-a75a-1d7e106ff881","resolution":{"observed_at":"2026-08-07T00:48:44.102860Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.15232","last_updated":"2024-10-17T20:43:22Z","snapshot_observed_at":"2026-08-09T13:30:44.939929Z","submitted_at":"2024-08-27T17:50:03Z","title":"Into the Unknown Unknowns: Engaged Human Learning through Participation in Language Model Agent Conversations","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.15232","snapshot_observed_at":"2026-08-07T00:48:44.177037Z","title":"Into the unknown unknowns: Engaged human learning through participation in language model agent conversations","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.177037Z"},"links":{"cited_paper":"/paper/2408.15232","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:67cff8b7495b518cb7dc84f3ca9fbfd70132352d960bcf43ecafeca74a461540","observation_id":"f271e5d6-0a84-48b6-821c-b900948cf944","resolution":{"observed_at":"2026-08-07T00:48:44.177037Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.05732","last_updated":"2025-04-15T03:28:58Z","snapshot_observed_at":"2026-08-07T16:07:39.794751Z","submitted_at":"2025-04-08T07:03:48Z","title":"LLM$\\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.05732","snapshot_observed_at":"2026-08-07T00:48:44.287304Z","title":"Llm × mapreduce-v2: Entropy-driven convolutional test-time scaling for generating long-form articles from extremely long resources","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.287304Z"},"links":{"cited_paper":"/paper/2504.05732","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:7c9548d35b7c8abad4cba46aaf6637bc6bf2a64894592e89e8d6d2c24f1626ef","observation_id":"f9adacc2-cd03-4ac7-a2e8-21139493983b","resolution":{"observed_at":"2026-08-07T00:48:44.287304Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:44.392498Z","title":"Reflexion: Language agents with verbal reinforcement learning","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.392498Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:e9f13a998b10d7c57abf5ffb86377d4615d1af971119badc337549c94cf65af7","observation_id":"8f8ae3be-f29d-4781-a686-da2b649094cf","resolution":{"observed_at":"2026-08-07T00:48:44.392498Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:54.578335Z","title":"Self-rag: Learning to retrieve, gener- ate, and critique through self-reflection","venue":null,"work_id":"19ae62bc-290a-44e2-98b4-5fcbc3bd1075","year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.502428Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:1463faedac310914ae3f262a3a4a75a9882879413166672f5a2386cf34b3000a","observation_id":"4d642446-65dd-4883-ac87-25daf94cdd3b","resolution":{"observed_at":"2026-08-07T00:48:54.675141Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.06682","last_updated":"2024-10-16T23:19:46Z","snapshot_observed_at":"2026-08-09T03:34:21.327905Z","submitted_at":"2024-05-05T18:56:46Z","title":"Self-Reflection in LLM Agents: Effects on Problem-Solving Performance","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.06682","snapshot_observed_at":"2026-08-07T00:48:44.590766Z","title":"Self-reflection in llm agents: Effects on problem-solving performance","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.590766Z"},"links":{"cited_paper":"/paper/2405.06682","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d1dd3b28de05ce4e407e7749b2cd3a485a2deb1a00432dac62ea9caed57b2429","observation_id":"8765105a-35da-4500-9b55-1965900a170a","resolution":{"observed_at":"2026-08-07T00:48:44.590766Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.14199","last_updated":"2024-11-21T15:07:42Z","snapshot_observed_at":"2026-08-10T13:24:48.678844Z","submitted_at":"2024-11-21T15:07:42Z","title":"OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.14199","snapshot_observed_at":"2026-08-07T00:48:44.731916Z","title":"Openscholar: Synthesizing scientific literature with retrieval-augmented lms","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.731916Z"},"links":{"cited_paper":"/paper/2411.14199","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:a96ec5b223c6ffde09e94c6d4a19e89dbddbee8f52f1ec02786539b2a8c6772b","observation_id":"4f88c159-cfd3-40b2-9644-4ed5e7a3f11f","resolution":{"observed_at":"2026-08-07T00:48:44.731916Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.04629","last_updated":"2025-03-06T17:15:48Z","snapshot_observed_at":"2026-08-07T17:24:06.777369Z","submitted_at":"2025-03-06T17:15:48Z","title":"SurveyForge: On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.04629","snapshot_observed_at":"2026-08-07T00:48:44.879565Z","title":"Surveyforge: On the outline heuristics, memory-driven generation, and multi-dimensional evaluation for automated survey writing","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.879565Z"},"links":{"cited_paper":"/paper/2503.04629","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d6d1759734ad1969e75ae44cb25155f1137389b7c57ce83a39dac4cbc3c0dce5","observation_id":"c437b15c-6237-487f-a9f8-fd38d82107a5","resolution":{"observed_at":"2026-08-07T00:48:44.879565Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.08762","last_updated":"2025-03-31T04:23:22Z","snapshot_observed_at":"2026-08-07T16:26:14.666849Z","submitted_at":"2025-03-31T04:23:22Z","title":"InteractiveSurvey: An LLM-based Personalized and Interactive Survey Paper Generation System","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.08762","snapshot_observed_at":"2026-08-07T00:48:44.994539Z","title":"Interactivesurvey: An llm-based personalized and interactive survey paper generation system","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:44.994539Z"},"links":{"cited_paper":"/paper/2504.08762","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:f4c5098836d486886a12612b7d7a3059bf06e3be3227a5f823539f95c9686bde","observation_id":"8d2161a6-ced9-49cc-a9ff-b1636fe57ef2","resolution":{"observed_at":"2026-08-07T00:48:44.994539Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:54.350662Z","title":"Introducing deep research, 2024","venue":null,"work_id":"58ee1ebd-8e1c-42db-8b9c-a6bebcafe25f","year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.105056Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d84bb89ceb58548750e811355c0aa845517e0c3c7baa232d49040a7eb7998233","observation_id":"26c3b9a4-54a6-43fd-a449-13b9311e462c","resolution":{"observed_at":"2026-08-07T00:48:54.467915Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:54.105647Z","title":"Gemini deep research overview, 2024","venue":null,"work_id":"7c3e1d9f-f841-4b81-8ffb-ad9a2bf6a956","year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.203623Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:a1429615b92def8f0a507d3052d7b8bf0a6b71a0438a365b448ea3ea1eebc445","observation_id":"0cc143f3-8a0c-4f01-9d03-8877057927ef","resolution":{"observed_at":"2026-08-07T00:48:54.195720Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:45.335644Z","title":"A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.335644Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:1aebb3b1a19540e897e0e424b86e883344b70d1692a7ce15be2c8f458ef72bf0","observation_id":"beb58428-fcda-4609-bf33-cf96781a2dc8","resolution":{"observed_at":"2026-08-07T00:48:45.335644Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.01680","last_updated":"2024-04-19T01:15:16Z","snapshot_observed_at":"2026-08-10T13:10:07.804621Z","submitted_at":"2024-01-21T23:36:14Z","title":"Large Language Model based Multi-Agents: A Survey of Progress and Challenges","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.01680","snapshot_observed_at":"2026-08-07T00:48:45.454773Z","title":"Large language model based multi-agents: A survey of progress and challenges","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.454773Z"},"links":{"cited_paper":"/paper/2402.01680","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:c50cfc6129e168292d57aea3e474f7a88810c14111e520795e5a3cbd5eaeb6d2","observation_id":"71125da4-086f-4baa-9323-24460cb6d6f7","resolution":{"observed_at":"2026-08-07T00:48:45.454773Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.00352","last_updated":"2024-11-01T14:36:52Z","snapshot_observed_at":"2026-07-06T16:01:07.532053Z","submitted_at":"2023-08-01T07:49:10Z","title":"MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework","version":7},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.00352","snapshot_observed_at":"2026-08-07T00:48:45.539277Z","title":"Metagpt: Meta programming for multi-agent collaborative framework","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.539277Z"},"links":{"cited_paper":"/paper/2308.00352","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d9da661fe8d4de9e287bcf5ad0641d82774377dde49d6899dbe0f1427b0800aa","observation_id":"9d27a019-a596-4f62-b2df-ffa30b8672fb","resolution":{"observed_at":"2026-08-07T00:48:45.539277Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.08155","last_updated":"2023-10-03T20:47:10Z","snapshot_observed_at":"2026-08-08T22:28:26.004138Z","submitted_at":"2023-08-16T05:57:52Z","title":"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.08155","snapshot_observed_at":"2026-08-07T00:48:45.628679Z","title":"Autogen: Enabling next-gen llm applications via multi-agent conversation","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.628679Z"},"links":{"cited_paper":"/paper/2308.08155","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:7d3d5f9a7ecec65986966bb9012094216c0dbaf659d3454a2efbcce7d545befa","observation_id":"3820ebc5-a1c0-41a1-87d1-d0ee7111494b","resolution":{"observed_at":"2026-08-07T00:48:45.628679Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.05300","last_updated":"2024-03-26T14:32:33Z","snapshot_observed_at":"2026-08-10T22:16:46.244065Z","submitted_at":"2023-07-11T14:45:19Z","title":"Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.05300","snapshot_observed_at":"2026-08-07T00:48:45.763301Z","title":"Unleashing the emergent cognitive synergy in large language models: A task-solving agent through multi-persona self-collaboration","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.763301Z"},"links":{"cited_paper":"/paper/2307.05300","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:77544fabc78cb2fb6b0d78a3c40e9a076583830a5eace8ef0e6b794b32148985","observation_id":"cd2e424f-ac9c-4982-bb87-5e135a6a8932","resolution":{"observed_at":"2026-08-07T00:48:45.763301Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:45.874337Z","title":"Generative agents: Interactive simulacra of human behavior","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.874337Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:c1c8688a6e8dc9f29e2bd5bb9e7c55542aa8239195b4a00d67072e9b2cef0467","observation_id":"a7c0d89c-635d-40bc-96ad-dd9665ce03ae","resolution":{"observed_at":"2026-08-07T00:48:45.874337Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.10848","last_updated":"2023-10-23T05:05:15Z","snapshot_observed_at":"2026-07-06T16:08:37.443746Z","submitted_at":"2023-08-21T16:47:11Z","title":"AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.10848","snapshot_observed_at":"2026-08-07T00:48:45.985974Z","title":"Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors in agents","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:45.985974Z"},"links":{"cited_paper":"/paper/2308.10848","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:90ce45f2b37aba428e211923a884eb2a7e4ec9ddc11b44ba974524a10a420ea8","observation_id":"aeb0d0be-b9cc-4b36-984b-21875b5737f7","resolution":{"observed_at":"2026-08-07T00:48:45.985974Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.07924","last_updated":"2024-06-05T13:23:49Z","snapshot_observed_at":"2026-07-06T15:54:28.831510Z","submitted_at":"2023-07-16T02:11:34Z","title":"ChatDev: Communicative Agents for Software Development","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.07924","snapshot_observed_at":"2026-08-07T00:48:46.124222Z","title":"Chatdev: Communicative agents for software development","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.124222Z"},"links":{"cited_paper":"/paper/2307.07924","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:fa927b80fe0749209dfaf84ecbc3819b37d1df944081336740a32a27c471268b","observation_id":"7bb9c024-4934-4624-befa-a6101f927e7f","resolution":{"observed_at":"2026-08-07T00:48:46.124222Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.02170","last_updated":"2024-11-15T04:30:04Z","snapshot_observed_at":"2026-08-07T04:49:42.215176Z","submitted_at":"2023-10-03T16:05:48Z","title":"A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.02170","snapshot_observed_at":"2026-08-07T00:48:46.233678Z","title":"Dynamic llm-agent network: An llm-agent collaboration framework with agent team optimization","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.233678Z"},"links":{"cited_paper":"/paper/2310.02170","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:4c2f91ff6fccd09a39aa263a20bc128c84c4126849709b698699e6f8faa5061d","observation_id":"972be171-c09f-400a-978e-8e7357b49945","resolution":{"observed_at":"2026-08-07T00:48:46.233678Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.19118","last_updated":"2024-10-09T02:41:21Z","snapshot_observed_at":"2026-08-01T16:20:31.337598Z","submitted_at":"2023-05-30T15:25:45Z","title":"Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.19118","snapshot_observed_at":"2026-08-07T00:48:46.385707Z","title":"Encouraging divergent thinking in large language models through multi-agent debate","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.385707Z"},"links":{"cited_paper":"/paper/2305.19118","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:f979a4a26c176c50634273e1045d64413e5299d21527cbfa89adb3015bc725ef","observation_id":"f1989c9b-ffb0-4517-8af8-5a3af3a4b128","resolution":{"observed_at":"2026-08-07T00:48:46.385707Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:46.480079Z","title":"Improving factuality and reasoning in language models through multiagent debate","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.480079Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d6332c4eb8ca3961d98eb8c5bafb433828bae9440eec99ac4e407ada66c39b35","observation_id":"2cd9e233-f9d6-4f12-b963-fd1b0e1d8a02","resolution":{"observed_at":"2026-08-07T00:48:46.480079Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.00587","last_updated":"2025-05-29T18:55:08Z","snapshot_observed_at":"2026-08-11T21:08:33.515439Z","submitted_at":"2025-04-01T09:45:25Z","title":"AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.00587","snapshot_observed_at":"2026-08-07T00:48:46.588005Z","title":"Agentnet: Decentralized evolutionary coordination for llm-based multi-agent systems","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.588005Z"},"links":{"cited_paper":"/paper/2504.00587","citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d5db5c4c02db79bcd69fba13fb6a972cdceb0b9f685657826e9fef1c95413c05","observation_id":"84a205ca-b0ab-42a0-bbab-1b8b1d9d1127","resolution":{"observed_at":"2026-08-07T00:48:46.588005Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:53.887921Z","title":"Chatgpt and open-ai models: A preliminary review","venue":null,"work_id":"5be2ef17-48af-4b7c-9c7a-4859a269fa4f","year":2023},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.681562Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d0854b7c09fe83b86c44563ca55f32b75b7b70a6baf810ffd4631a621ec61517","observation_id":"fbbe646f-cf02-40c7-938d-255f8e112d6e","resolution":{"observed_at":"2026-08-07T00:48:53.981684Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:53.666285Z","title":"A probabilistic interpretation of precision, recall and f-score, with implication for evaluation","venue":null,"work_id":"3a00a44f-97b2-4d9e-b15f-7b8e963a8aaa","year":2005},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.760795Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:1c6300b9135ea042da087d3b9986b93c441dc84e14a39fd1867e21197ae29c73","observation_id":"566b35f9-caeb-4e6b-8d03-74c11e1ab766","resolution":{"observed_at":"2026-08-07T00:48:53.775949Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:53.471751Z","title":"Machine Learning","venue":null,"work_id":"a256ec1a-4fcb-4f2d-8201-5ce281507ba5","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.872331Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:d6eaa4752273647a48620b197d90d6bcec509b1a2c23da75f2ce175eed56d71d","observation_id":"e533e7ad-340b-4dc6-847b-eeab334ba244","resolution":{"observed_at":"2026-08-07T00:48:53.579842Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:53.240635Z","title":"You MUST choose one of the following predefined types: survey, method, application, analysis, position, theory, benchmark, dataset, OTHER","venue":null,"work_id":"e39bd131-4a54-4da4-974b-36cb2343a4cb","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:46.999002Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:1cbde41268140c5c0ae65efd536073c768f6bb645b7f2d1af1d88f837f4ab83b","observation_id":"de3ac89c-d65f-4e2e-8cc7-30317a420760","resolution":{"observed_at":"2026-08-07T00:48:53.351020Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:52.954305Z","title":"latest advancements in using LLMs for code generation","venue":null,"work_id":"e56c65c4-c6dc-4345-ba3b-e0783dc30baa","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.104124Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:87c2f205f1826177c9a99ec532a1fb5fc9e216779e9de115c4ad4bd397d008b0","observation_id":"c40776a4-d18b-4a4e-875f-bdd6b5ab9fbe","resolution":{"observed_at":"2026-08-07T00:48:53.109451Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:52.770466Z","title":null,"venue":null,"work_id":"d18e8f83-2c01-40d5-a8f5-e5a37a8b4cf7","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.203308Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:67b44762cb0d981a2c724b3058fa4438844359eb91c62cc1ee3f8e4a2bb7e0d9","observation_id":"6c17fbc8-3ed5-40e4-847e-051ff1e5d326","resolution":{"observed_at":"2026-08-07T00:48:52.896112Z","resolver_source":"raw_fallback","status":"parse_uncertain"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:52.544123Z","title":null,"venue":null,"work_id":"5b796ab5-eef4-456f-a9dc-dbbe3e72d707","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.323682Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:36a6aa27f17ce0a58ea5968a1356e1d6aa9fbbe651887131b85521b59b71756d","observation_id":"ba865ca9-d0bc-4a36-9d67-36f41af50b11","resolution":{"observed_at":"2026-08-07T00:48:52.640813Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:52.288689Z","title":"Based on the following paper title, please complete the two tasks below:","venue":null,"work_id":"defd8db4-64cd-466f-b1b5-c25117a48803","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.416640Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:70b13081f2e8db78fb39c1c1adfd768482f6803c930db0d3162bc25ce42ac937","observation_id":"699dfd61-e4f9-4ec8-bd77-4461f7f8f4d8","resolution":{"observed_at":"2026-08-07T00:48:52.393870Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:52.092174Z","title":null,"venue":null,"work_id":"bbb5100a-e7f9-41d9-96bf-4adae17cf541","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.465133Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:b692a356c6d70dca5ea28f1a7a1fdcb634559e2fba3738238fbfdedaf63a7c90","observation_id":"d10b3f1c-a691-4e0d-ad7d-58220a41a210","resolution":{"observed_at":"2026-08-07T00:48:52.176595Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:51.854162Z","title":null,"venue":null,"work_id":"3873dd39-1c7b-4aaf-8519-15913516c842","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.562843Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:ded53b1bdf1857b69583c71008e45543a26ffbe23b1e034fd134e8daa11c253f","observation_id":"d747485c-6758-4a95-b858-751808265072","resolution":{"observed_at":"2026-08-07T00:48:51.944990Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:51.642989Z","title":null,"venue":null,"work_id":"549ae2d3-dfd5-4aba-9cf8-34408f23fb67","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.654170Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:4d66cedf0b9d7ef7a6890656eab93b7b475e2321df01641cb579225cc2f7597a","observation_id":"d6d3e6b3-1672-40f4-994d-1e9bca245250","resolution":{"observed_at":"2026-08-07T00:48:51.737747Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:51.443591Z","title":null,"venue":null,"work_id":"28296878-8623-443e-9ba1-cb520af34349","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.731183Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:366fff6c50d068aa01dea568511b3651d2abba3df4fb0c22e74b86595b47f404","observation_id":"a3d8c958-15bc-407a-ac8b-72f83aad01f5","resolution":{"observed_at":"2026-08-07T00:48:51.518479Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:51.236022Z","title":null,"venue":null,"work_id":"25d48180-f67c-4ca9-bf9d-bb8bd7cda6fd","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.842429Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:bdd8cb15284ebb6322311b331a2ad39fb8d2241d51ccc62d17b910ab4bd06405","observation_id":"a7c7b1a4-8226-4fd3-9d89-94e02b3cfc21","resolution":{"observed_at":"2026-08-07T00:48:51.359134Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:51.044853Z","title":"Now I want to gain a comprehensive overview of the current research hotspots across the field","venue":null,"work_id":"954b3483-83e2-443c-997c-c617ccfc1e64","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:47.959096Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:2045393b576f7d677fd29ed8ad0344b3da3252ebf811cf6bae1443c60441704d","observation_id":"d97e9720-35e9-4f1a-91e0-5b1cd2aa6952","resolution":{"observed_at":"2026-08-07T00:48:51.148620Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:50.853313Z","title":"Uses precise terminology consistently, avoids colloquial language entirely, and maintains a scholarly tone throughout","venue":null,"work_id":"ba0058a6-7b5c-4cd5-962e-468d3a5ce40e","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.010981Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:faada449a6845954e7423396fb63815322a4f22671c4b7d7da95960fcca9056d","observation_id":"6a1a6a2e-44f2-4aaf-a931-5c8d442c4f8b","resolution":{"observed_at":"2026-08-07T00:48:50.941632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:50.683096Z","title":"Sentences are logically structured with seamless transitions","venue":null,"work_id":"5c29a0cb-80bd-4284-a870-ce798d9bd0f1","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.113438Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:7656f798422e6f192f34dc108476934bd57b57294acc3d1e2246ac36d0d352d9","observation_id":"7d7d5b69-b588-4331-a72c-b34d8be019ff","resolution":{"observed_at":"2026-08-07T00:48:50.718603Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:50.467894Z","title":"Repetition is only acceptable for structural clarity, such as reinforcing terminology or aiding transitions","venue":null,"work_id":"4fae9d59-f883-410e-8440-ed18562ca845","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.237049Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:50d6a45b28b5ef0e4c7f773d5fae4bce7042fb8b77496093e90d01e6e083304f","observation_id":"f4351e54-69b7-47a9-8e8d-04948628b449","resolution":{"observed_at":"2026-08-07T00:48:50.575656Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:50.291585Z","title":"Clearly identifies significant gaps, weaknesses, and areas for improvement","venue":null,"work_id":"bba555ed-14ab-4ae4-b9f9-0d74bc5d2153","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.318806Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:59bb09ce625f177a7247d579f5a032b33ca36e37a5334cac8206c9bb9ff096b8","observation_id":"631487ba-a7bb-4ab1-be15-5ff3d6ed45f5","resolution":{"observed_at":"2026-08-07T00:48:50.381748Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:50.123659Z","title":"Demon- strates strong subject-matter understanding and contributes genuinely original perspectives","venue":null,"work_id":"604ee007-d575-457d-b2e9-fc0ff921fe5b","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.384543Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:3fdc5da47ed896e66dc3bd24dbc08b93403ae5c78303e41ca68f508d2f1eb4b0","observation_id":"6ece0e27-0dac-46c5-b5a1-c31ddf39a6bc","resolution":{"observed_at":"2026-08-07T00:48:50.177316Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:49.868827Z","title":"Suggestions are concrete, actionable, and closely tied to gaps identified in the literature","venue":null,"work_id":"29eb6ac0-9a7b-47d0-b739-a8b48c55976c","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.483716Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:bc8f3d83ab661e4149c9ab088e8d2df8dbad80a4667c8e29a032d1fa4a5cabbb","observation_id":"a160b4a1-236b-479b-9506-c6ef8ebc5d87","resolution":{"observed_at":"2026-08-07T00:48:49.988192Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:49.733357Z","title":"Sections and subsections are clearly organized, transitions are smooth, and the narrative progression is coherent","venue":null,"work_id":"4ed057fb-e82f-4bab-b3f6-f4b171db2869","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.625722Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:90010fbaa19d2615b1e5212b3d284dbb8517c39351c400f2d14bc3a90412fb15","observation_id":"0551abcb-730b-43c5-a821-0d47879e733b","resolution":{"observed_at":"2026-08-07T00:48:49.805595Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:49.493600Z","title":"There is a balance of breadth and depth, with core debates and historical development of the field clearly reflected","venue":null,"work_id":"d9b48f98-9659-47c0-85b4-5d00fd2efcee","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.716371Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:8398ba527fb5f500d5a9df7b5377c5f414eba0ecee0b86eda644d5cd9ce8a373","observation_id":"d7639412-f28a-4ac4-95ca-afdaf7e3c4ba","resolution":{"observed_at":"2026-08-07T00:48:49.646144Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:49.328640Z","title":"It synthesizes viewpoints into a coherent scholarly vision","venue":null,"work_id":"44d892a5-f2b4-4215-9f0b-fac4d7a60d89","year":null},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.850419Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:8be8043ec108c8f236e760847bdd1d5b0333eed445192eda62cc5a33c3f6f0ad","observation_id":"3b90b827-88ba-4702-901e-bf35496fab31","resolution":{"observed_at":"2026-08-07T00:48:49.420112Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:48:49.163438Z","title":"SurveyScope exhibits broader and more balanced domain coverage","venue":null,"work_id":"ddcde733-9e3e-4e45-971f-ca4467b300d5","year":2019},"citing_paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation","version":2},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T00:48:48.922727Z"},"links":{"citing_paper":"/paper/2506.12689"},"observation_digest":"sha256:3f576bad9df51191f99db0cd37ae3e2a6a97b3a5cbc60c0fa7b0dd84a9fbeeba","observation_id":"988233c3-2977-4ee6-8767-2bd90bcef0be","resolution":{"observed_at":"2026-08-07T00:48:49.214372Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.12689","last_updated":"2025-07-21T03:49:38Z","latest_version":2,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-07T21:58:25.001847Z","submitted_at":"2025-06-15T02:23:47Z","title":"SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation"},"reference_resolution":{"displayed":56,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":1,"unresolved":33,"verified_exact":0,"verified_fuzzy":22},"total_outbound_references":56},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 9 inbound Pith citation observations for arXiv:2506.12689."}