{"as_of":"2026-08-22T10:20:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:26888535693e06494e0599d0136878666303cb1f3fb650b1237bedce151bf32f","coverage":[{"denominator":52,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":52,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T18:09:39.776203Z","state":"measured"},{"denominator":52,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":52,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-22T06:32:14.747728+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2507.22937/citation-record","integrity":"/paper/2507.22937/integrity","json":"/paper/2507.22937/citation-record.json","paper":"/paper/2507.22937"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T18:09:41.499361Z","title":"& Serrano, N","venue":null,"work_id":"60ccf7d9-a52e-43e8-bfdc-8b95a476e5fe","year":2016},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.379695Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:12a3ca7a0297770dffe471d35b7ad79ec13fe82b139b1c0aae6b1be99a084e02","observation_id":"b6cd8ba6-1fb5-43ec-beec-34ebb94ae2bd","resolution":{"observed_at":"2026-08-15T18:09:41.508883Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.476657Z","title":"& Tanveer, B","venue":null,"work_id":"6e35aa06-35af-4610-84fa-a6d6ff28c6ba","year":2016},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.386580Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:152f4f6ae99464724cf07d3012ac8ee35d64e435e3fd6f16d4d78834c0227347","observation_id":"8c8dd25a-b023-4040-953f-bb3ac96e27ba","resolution":{"observed_at":"2026-08-15T18:09:41.485196Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.450883Z","title":"& Meirelles, P","venue":null,"work_id":"8a3ce6b4-7da5-4c63-ad49-8fff1ee9b419","year":2019},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.392187Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:4e077058c39de1bac2481696d51e59b240bba149a4a92cbb094e8ba5ae941da2","observation_id":"46a2c7fe-0854-430e-b441-4c4415c83e08","resolution":{"observed_at":"2026-08-15T18:09:41.458479Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.12867","last_updated":"2024-02-20T09:57:49Z","snapshot_observed_at":"2026-08-16T14:17:01.059203Z","submitted_at":"2024-02-20T09:57:49Z","title":"Towards MLOps: A DevOps Tools Recommender System for Machine Learning System","version":1},"cited_work":{"arxiv_id":"2402.12867","doi":null,"metadata_source":"pith","pith_arxiv_id":"2402.12867","snapshot_observed_at":"2026-08-15T18:09:40.823850Z","title":"Towards MLOps: A DevOps Tools Recommender System for Machine Learning System","venue":"cs.SE","work_id":"26aacc06-fd64-45c5-99df-a461523f66d5","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.399615Z"},"links":{"cited_paper":"/paper/2402.12867","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:d717988612c752ee15714b5cc1b0689ae8eb589b4aee9c620886b800345bff53","observation_id":"fbf5f0a1-228e-4d43-9798-258cc4ed7cf1","resolution":{"observed_at":"2026-08-15T18:09:40.833768Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.417567Z","title":"& Hirschl, S","venue":null,"work_id":"8869e29f-2000-46e4-9972-dd5b61dcd704","year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.407492Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:0a68d84f6854b4469f82af6da86721045c21c632d84747bd1befeff2cebe76e1","observation_id":"b1c9b63c-d1e0-4521-882c-7364bccb02e3","resolution":{"observed_at":"2026-08-15T18:09:41.423610Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.387401Z","title":"& Alsarayrah, K","venue":null,"work_id":"231759e2-6dde-4590-a87b-9ca9a67e742f","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.414678Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:599f7d60f34d1be4030dffb404aafe176a6a49eaf5f2f6acfe759e6ecadf1fd3","observation_id":"c689cd84-2723-4933-94f9-10b6fc00859b","resolution":{"observed_at":"2026-08-15T18:09:41.398354Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.363574Z","title":"& Shan, T","venue":null,"work_id":"78fc0861-8c18-40d6-a420-7414b01ee46d","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.422869Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:01a8c366f3332268e1d364ee637352d1ad32b480f2433f486d62bdde3c0797e0","observation_id":"be533f2b-b2b7-448c-8b1c-5f75a1332ba8","resolution":{"observed_at":"2026-08-15T18:09:41.370820Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.339051Z","title":"& Torre-Bastida, A","venue":null,"work_id":"94aac15d-c5b3-4c39-a26b-d17edf420955","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.434016Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:fab877749ba9606d91b06f3688a45f6fec9a2727afd8d1c633c5f7df519f1c6f","observation_id":"b4d2d746-894a-4db2-a6ca-52d35f934d5a","resolution":{"observed_at":"2026-08-15T18:09:41.347436Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.306615Z","title":"& Chua, J","venue":null,"work_id":"0ecaa892-160c-4bbf-b959-e4bea4b5991d","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.441509Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:d2416df88f10b3427c7f69387c254264da21acac6a5adc607c8ebea10039a1c1","observation_id":"4e36dde9-8f71-4762-9382-354d5ac461bd","resolution":{"observed_at":"2026-08-15T18:09:41.316801Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.286943Z","title":"& Akhtar, Z","venue":null,"work_id":"18275f95-d487-4b6c-9d1a-07242c9eed21","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.448162Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:f06e9f5da977472c11457ec94db3b73c20dc32e61306bd774da4a83a1c4f947a","observation_id":"be67342c-92ba-4521-b81e-f391c971de89","resolution":{"observed_at":"2026-08-15T18:09:41.292896Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.264380Z","title":"& Huang, P","venue":null,"work_id":"9f09196d-d840-4740-94ee-22ebdbe324d1","year":2019},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.454315Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:0cd631eeb1467ce2b815f0dcb805889db5efa36429dcdf1a5a4315ff5b1039b4","observation_id":"660ef854-f494-41a5-83b4-7e50f421caf3","resolution":{"observed_at":"2026-08-15T18:09:41.271754Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.228915Z","title":"& Gerndt, M","venue":null,"work_id":"be3b00f6-84a3-4c68-a662-00eb22be47d9","year":2021},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.463335Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:c796f7dcef8de20320c01c408cf2ad672f0428376120ece34bedffd426547c70","observation_id":"330138d9-5a1a-4e25-9f97-79946215dea1","resolution":{"observed_at":"2026-08-15T18:09:41.243429Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.203004Z","title":"A systems approach to effective aiops implementation","venue":null,"work_id":"10373a74-c177-4250-810b-92efdd0d3c1a","year":2021},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.470092Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:cb8572e6ab334cda2cd44f1b440fb421d0d31f7d9eebe1b84cde808f0ff60bcd","observation_id":"5fbbf5b9-6e90-466e-b71e-1076c452d1f0","resolution":{"observed_at":"2026-08-15T18:09:41.213486Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.180764Z","title":"& Almeida, A","venue":null,"work_id":"e0296967-ec3e-4ce2-8871-7cb0b56b0ccc","year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.477744Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:03136a41728ea458d855b86e0ee3fe179ed57b09c3ac04ec4de228fba7165818","observation_id":"c3e663fb-199c-4aab-a9df-4a939477a95d","resolution":{"observed_at":"2026-08-15T18:09:41.187134Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.153258Z","title":"& Anabathula, T","venue":null,"work_id":"6b3f327c-cd26-4c71-92dc-4ef7254c0796","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.483658Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:87a13fffba991c9b740e69cc2173f2a13f0e3f8219e6cbeb9cfb507f95adc773","observation_id":"57cdbd61-e90f-4499-b012-fe5a1e993487","resolution":{"observed_at":"2026-08-15T18:09:41.164856Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.131278Z","title":"Beyond DevOps: The Evolution Toward Intelligent IT Operations with AIOps and MLOps","venue":null,"work_id":"173b2c07-2729-4400-a467-69a6bac93452","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.490080Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:3183e84a8eb8712dedaac3b00fd19688bc1ed243fa83c4bb95c0a524e0759ace","observation_id":"83469d24-dc07-4224-9167-fe9b280b6824","resolution":{"observed_at":"2026-08-15T18:09:41.138571Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.110036Z","title":"& Anwar, A","venue":null,"work_id":"d9578b57-f80d-47da-ac1b-493a442893ac","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.497808Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:fd5ea39100e68e3cadaace8c5d7f7e70ddbde5b5de71878ba95609ca5ae8173f","observation_id":"24329c08-2bcb-45ec-bc61-0a46c8db1a8b","resolution":{"observed_at":"2026-08-15T18:09:41.115818Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.084440Z","title":"& Neelanath, V","venue":null,"work_id":"eae0d4f8-a4b0-416d-9376-fd5a0d3c8978","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.505772Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:50a84a452ef8795fa36b9e506cfba03c80bc7369b48242360f8ae6889a690a7a","observation_id":"32e2efbd-50fe-4e20-bbdc-301377341ea0","resolution":{"observed_at":"2026-08-15T18:09:41.090415Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.057385Z","title":"Key Performance Indicators of Artificial Intelligence For IT Operations (AIOPS)","venue":null,"work_id":"19e94f27-197b-493c-89f1-52da79ed215b","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.517082Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:731fd13a6ee0e9215bddf2d01fc15e546198d402e373179ea19014f15238e09e","observation_id":"e8cfd968-8eba-48ba-9ff4-3c4d6f58785a","resolution":{"observed_at":"2026-08-15T18:09:41.065154Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.18036","last_updated":"2026-04-22T02:19:48Z","snapshot_observed_at":"2026-08-13T12:55:19.647806Z","submitted_at":"2025-02-25T09:48:53Z","title":"Harnessing Multiple Large Language Models: A Survey on LLM Ensemble","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.18036","snapshot_observed_at":"2026-08-15T18:09:39.524829Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.524829Z"},"links":{"cited_paper":"/paper/2502.18036","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:a6ac66f17db6c545b888e35db46641ec01254654c7651cb85c5a50f8c9280c55","observation_id":"1634e90d-fa37-4c0a-8dbd-e48ac87c6c68","resolution":{"observed_at":"2026-08-15T18:09:39.524829Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.00409","last_updated":"2025-07-21T12:20:06Z","snapshot_observed_at":"2026-08-19T22:44:53.516876Z","submitted_at":"2025-02-01T12:08:38Z","title":"Doing More with Less: A Survey on Routing Strategies for Resource Optimisation in Large Language Model-Based Systems","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.00409","snapshot_observed_at":"2026-08-15T18:09:39.532931Z","title":"& Jacquenet, F","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.532931Z"},"links":{"cited_paper":"/paper/2502.00409","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:b24e9fe2b16f235f02aba6a30e248c58456edc8b8a57d17327765062f4797ae5","observation_id":"25c620d5-6159-41d0-b05d-681aa4354735","resolution":{"observed_at":"2026-08-15T18:09:39.532931Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.05176","last_updated":"2023-05-09T05:11:02Z","snapshot_observed_at":"2026-08-10T11:59:11.481480Z","submitted_at":"2023-05-09T05:11:02Z","title":"FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.05176","snapshot_observed_at":"2026-08-15T18:09:39.540393Z","title":"& Zou, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.540393Z"},"links":{"cited_paper":"/paper/2305.05176","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:e31a6c1c2e55cde46239fd355e4c212704c2bec06b07fc0609fe8eceeaf991c4","observation_id":"a55d3db7-77a3-4afc-b47e-69f72ac6ae49","resolution":{"observed_at":"2026-08-15T18:09:39.540393Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.02561","last_updated":"2023-06-30T21:39:54Z","snapshot_observed_at":"2026-08-18T18:36:22.935192Z","submitted_at":"2023-06-05T03:32:26Z","title":"LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.02561","snapshot_observed_at":"2026-08-15T18:09:39.552196Z","title":"& Lin, B","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.552196Z"},"links":{"cited_paper":"/paper/2306.02561","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:715990651fa71d0dd1ba9d8f9eaa89060ac001b4b601892a0d7fd3e5822344a1","observation_id":"2bd4a32b-091a-4d4c-9d61-63787978fd8e","resolution":{"observed_at":"2026-08-15T18:09:39.552196Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.07816","last_updated":"2024-03-12T16:54:58Z","snapshot_observed_at":"2026-08-16T14:10:29.723801Z","submitted_at":"2024-03-12T16:54:58Z","title":"Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.07816","snapshot_observed_at":"2026-08-15T18:09:39.560203Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.560203Z"},"links":{"cited_paper":"/paper/2403.07816","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:05c36705fb71d152b280418555708577a4e23ef762aad9cdcb465ce54ce8bdde","observation_id":"30e34254-2bc4-4e60-8f1d-e5432c0ea953","resolution":{"observed_at":"2026-08-15T18:09:39.560203Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.14628","last_updated":"2023-10-20T05:16:29Z","snapshot_observed_at":"2026-08-21T17:18:13.849707Z","submitted_at":"2023-05-24T02:00:51Z","title":"Getting MoRE out of Mixture of Language Model Reasoning Experts","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.14628","snapshot_observed_at":"2026-08-15T18:09:39.566379Z","title":"& Boyd-Graber, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.566379Z"},"links":{"cited_paper":"/paper/2305.14628","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:16bdd284c087d810e5e2bff3a1f885efa621d454f0fc72d4d5c484168c8bb3e5","observation_id":"fb95689d-eb89-46c4-82a2-49c4afd71767","resolution":{"observed_at":"2026-08-15T18:09:39.566379Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.05120","last_updated":"2024-10-11T09:38:40Z","snapshot_observed_at":"2026-08-18T10:10:17.969034Z","submitted_at":"2024-02-03T05:55:24Z","title":"More Agents Is All You Need","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.05120","snapshot_observed_at":"2026-08-15T18:09:39.573091Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.573091Z"},"links":{"cited_paper":"/paper/2402.05120","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:2eb612abf6dfea112ed186f96534daf9959843cbefd5f86104a1c52b8808ab68","observation_id":"fc817c60-290c-4a0c-b728-d2cd1745cbde","resolution":{"observed_at":"2026-08-15T18:09:39.573091Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.03815","last_updated":"2022-07-19T14:29:13Z","snapshot_observed_at":"2026-08-17T04:59:14.709691Z","submitted_at":"2021-07-08T12:44:41Z","title":"Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs","version":2},"cited_work":{"arxiv_id":"2107.03815","doi":null,"metadata_source":"pith","pith_arxiv_id":"2107.03815","snapshot_observed_at":"2026-08-15T18:09:40.520753Z","title":"Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs","venue":"cs.CV","work_id":"7dd89572-acf1-47aa-9c25-da18d98eaf13","year":2021},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.578871Z"},"links":{"cited_paper":"/paper/2107.03815","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:6fd83721736eeb9b351253ab6201cd9da5d5ccdf51662863a52a2f80013a0a3d","observation_id":"848fe8c5-71fe-4eb3-ab6b-e74c1b1abe9a","resolution":{"observed_at":"2026-08-15T18:09:40.533644Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:41.025559Z","title":"& West, R","venue":null,"work_id":"4be85d9e-5fcc-4a6f-bb52-bd29e02cb969","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.585603Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:d94390e989158dc78f3bd8a85f2f2b2f46a78d5bf01bda20d2ec908856ac4861","observation_id":"051923e1-c7ff-47b7-a42e-38dbe92f98fb","resolution":{"observed_at":"2026-08-15T18:09:41.036945Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.15789","last_updated":"2023-09-27T17:08:40Z","snapshot_observed_at":"2026-08-19T20:05:00.057234Z","submitted_at":"2023-09-27T17:08:40Z","title":"Large Language Model Routing with Benchmark Datasets","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.15789","snapshot_observed_at":"2026-08-15T18:09:39.596918Z","title":"& Yurochkin, M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.596918Z"},"links":{"cited_paper":"/paper/2309.15789","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:8921927d8bf10ad31bde0b45f11a60a0bb92662f93c4ed0f1b7913f9d7e8bbf9","observation_id":"3a668f14-3ade-4c91-b6da-70ac284b91a5","resolution":{"observed_at":"2026-08-15T18:09:39.596918Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.18665","last_updated":"2025-02-23T08:50:33Z","snapshot_observed_at":"2026-08-16T00:08:23.767909Z","submitted_at":"2024-06-26T18:10:22Z","title":"RouteLLM: Learning to Route LLMs with Preference Data","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.18665","snapshot_observed_at":"2026-08-15T18:09:39.605398Z","title":"& Stoica, I","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.605398Z"},"links":{"cited_paper":"/paper/2406.18665","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:507dd34e94e757eacae4a3752f0874467e0a062e877bd781463e6c5f34bc9209","observation_id":"f25aa6eb-d446-4f67-831f-3a516dcfbb31","resolution":{"observed_at":"2026-08-15T18:09:39.605398Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.11686","last_updated":"2025-02-17T08:19:48Z","snapshot_observed_at":"2026-08-22T08:43:24.031741Z","submitted_at":"2024-07-16T13:03:58Z","title":"CCoE: A Compact and Efficient LLM Framework with Multi-Expert Collaboration for Resource-Limited Settings","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.11686","snapshot_observed_at":"2026-08-15T18:09:39.613000Z","title":"& Zheng, H","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.613000Z"},"links":{"cited_paper":"/paper/2407.11686","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:7c6f6bbf003ccb34247af69f1c54a3c4d1f2aab14f23f292533d69f9d233e550","observation_id":"065e8cff-927f-456f-82fd-c589d46ac4e5","resolution":{"observed_at":"2026-08-15T18:09:39.613000Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.08545","last_updated":"2025-06-12T13:33:52Z","snapshot_observed_at":"2026-08-17T03:01:38.942791Z","submitted_at":"2024-08-16T06:11:21Z","title":"SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.08545","snapshot_observed_at":"2026-08-15T18:09:39.619521Z","title":"& Kochmar, E","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.619521Z"},"links":{"cited_paper":"/paper/2408.08545","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:2d3dd24612dbdc986b0354fe764564d44f1ff71b42ff61fef5f94ffbbb65b8dc","observation_id":"0fb1c642-c9eb-45a1-b3ba-7508faf42b37","resolution":{"observed_at":"2026-08-15T18:09:39.619521Z","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":"2026-08-15T18:09:40.999092Z","title":null,"venue":null,"work_id":"3af8e482-8dec-4004-9179-7a5c44634cf0","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.626256Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:0ef9beb4d9e7935ee5ef8708903bfb26fafa104c4e0849157a67f76a76ca2514","observation_id":"a57711d8-5b19-4fb8-aa83-548d29f98a49","resolution":{"observed_at":"2026-08-15T18:09:41.008062Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.12320","last_updated":"2024-10-23T18:11:42Z","snapshot_observed_at":"2026-08-20T11:10:10.815629Z","submitted_at":"2024-08-22T11:57:07Z","title":"TensorOpera Router: A Multi-Model Router for Efficient LLM Inference","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.12320","snapshot_observed_at":"2026-08-15T18:09:39.632024Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.632024Z"},"links":{"cited_paper":"/paper/2408.12320","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:835eb29dae78494c72b3148a48e960306857c9b55d83eb5734676ff551b2c8e8","observation_id":"2cc3dc16-44ef-4180-b152-3a1d93d18581","resolution":{"observed_at":"2026-08-15T18:09:39.632024Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.14618","last_updated":"2024-04-22T23:06:42Z","snapshot_observed_at":"2026-08-19T18:40:41.056291Z","submitted_at":"2024-04-22T23:06:42Z","title":"Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.14618","snapshot_observed_at":"2026-08-15T18:09:39.642136Z","title":"& Awadallah, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.642136Z"},"links":{"cited_paper":"/paper/2404.14618","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:efa310311ef5c5a1d2416c29d5736ae77232015e99eb7c72118083e43ea0f557","observation_id":"e5f72bfc-ae62-483f-9b75-0d0b2def476b","resolution":{"observed_at":"2026-08-15T18:09:39.642136Z","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":"2026-08-15T18:09:40.972042Z","title":null,"venue":null,"work_id":"ed17b699-5f94-4674-9330-0b711d57b884","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.656084Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:470566f6855ef95c15042b0749cf6f2526370079bfa927e994549ef3d7e8e73a","observation_id":"42e189f5-0904-4d65-b680-a07ad6debc1d","resolution":{"observed_at":"2026-08-15T18:09:40.979352Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.12031","last_updated":"2024-03-28T17:56:28Z","snapshot_observed_at":"2026-08-16T16:38:21.205977Z","submitted_at":"2024-03-18T17:59:04Z","title":"RouterBench: A Benchmark for Multi-LLM Routing System","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.12031","snapshot_observed_at":"2026-08-15T18:09:39.663339Z","title":"& Upadhyay, S","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.663339Z"},"links":{"cited_paper":"/paper/2403.12031","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:1b4064725cab4e2660988839a01f927a95c328cad5120e805aa646b079c0c632","observation_id":"ebc6788b-174f-4985-bdbf-f2f36e1c4ea8","resolution":{"observed_at":"2026-08-15T18:09:39.663339Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.11021","last_updated":"2025-02-16T07:08:47Z","snapshot_observed_at":"2026-08-16T12:58:03.551106Z","submitted_at":"2025-02-16T07:08:47Z","title":"Leveraging Uncertainty Estimation for Efficient LLM Routing","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.11021","snapshot_observed_at":"2026-08-15T18:09:39.669651Z","title":"& Avestimehr, S","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.669651Z"},"links":{"cited_paper":"/paper/2502.11021","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:d687ebd71b5ab35fb4af2b7230fd42120271618976e32f7e59085d615a3a2daf","observation_id":"f17b002d-6e7b-4e5f-afdc-560037bdd6b6","resolution":{"observed_at":"2026-08-15T18:09:39.669651Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.03834","last_updated":"2025-03-17T15:08:47Z","snapshot_observed_at":"2026-08-19T15:05:49.383403Z","submitted_at":"2024-10-04T18:02:48Z","title":"GraphRouter: A Graph-based Router for LLM Selections","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.03834","snapshot_observed_at":"2026-08-15T18:09:39.677851Z","title":"& You, J","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.677851Z"},"links":{"cited_paper":"/paper/2410.03834","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:e799183a7df04cf39513845870c56c7978d6138e9bdefe48cbf327f61af3bcd8","observation_id":"b37d94d6-d84a-446d-80df-63eb65e7fcda","resolution":{"observed_at":"2026-08-15T18:09:39.677851Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.11133","last_updated":"2025-02-16T14:00:59Z","snapshot_observed_at":"2026-08-18T16:51:15.722770Z","submitted_at":"2025-02-16T14:00:59Z","title":"MasRouter: Learning to Route LLMs for Multi-Agent Systems","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.11133","snapshot_observed_at":"2026-08-15T18:09:39.683809Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.683809Z"},"links":{"cited_paper":"/paper/2502.11133","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:af1406bc92bba90cd54f60267377381cdd972d380b2909dc2bbbdc14b0d4210b","observation_id":"b48bc64c-904f-4df0-a7cb-6e67b07ca297","resolution":{"observed_at":"2026-08-15T18:09:39.683809Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.08773","last_updated":"2025-07-22T15:27:33Z","snapshot_observed_at":"2026-08-18T13:29:57.105910Z","submitted_at":"2025-02-12T20:30:28Z","title":"Universal Model Routing for Efficient LLM Inference","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.08773","snapshot_observed_at":"2026-08-15T18:09:39.692696Z","title":"& Kumar, S","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.692696Z"},"links":{"cited_paper":"/paper/2502.08773","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:f8d5b0b3e49895ae66b9367c73b2a570608c27eaa1f4494eec87aa73b44aa88b","observation_id":"a4db78a1-ebb3-4b0a-988b-8d70926cfc94","resolution":{"observed_at":"2026-08-15T18:09:39.692696Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.08692","last_updated":"2023-11-15T04:40:43Z","snapshot_observed_at":"2026-08-18T12:06:54.506041Z","submitted_at":"2023-11-15T04:40:43Z","title":"Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.08692","snapshot_observed_at":"2026-08-15T18:09:39.700346Z","title":"& Zhou, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.700346Z"},"links":{"cited_paper":"/paper/2311.08692","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:32486bf2079cca6e854c7b1978017630c693f61339f3adb719d1abdc23e5f9b9","observation_id":"b4534663-e75b-42d1-a0a9-8c5e6ea14168","resolution":{"observed_at":"2026-08-15T18:09:39.700346Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.10834","last_updated":"2025-04-22T03:55:14Z","snapshot_observed_at":"2026-08-16T23:11:13.304764Z","submitted_at":"2024-07-15T15:45:07Z","title":"MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.10834","snapshot_observed_at":"2026-08-15T18:09:39.710459Z","title":"& Doan, K","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.710459Z"},"links":{"cited_paper":"/paper/2407.10834","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:d07d286f4ab469f8cf7fca81bfad27b3a575c4688ce2a74727944e8d467462ce","observation_id":"267cb5f0-9196-4a7d-9060-43754c206f6e","resolution":{"observed_at":"2026-08-15T18:09:39.710459Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.15518","last_updated":"2024-10-29T00:20:45Z","snapshot_observed_at":"2026-08-16T13:16:06.274919Z","submitted_at":"2024-09-23T20:10:10Z","title":"Eagle: Efficient Training-Free Router for Multi-LLM Inference","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.15518","snapshot_observed_at":"2026-08-15T18:09:39.718309Z","title":"& Mao, Z","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.718309Z"},"links":{"cited_paper":"/paper/2409.15518","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:c63a28b7064d581de673bad13ed7f4ccf3beaf3ef737c0f6cd5aa33e37945c18","observation_id":"9021dd10-accd-4688-b5e8-a8a668314228","resolution":{"observed_at":"2026-08-15T18:09:39.718309Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.18482","last_updated":"2025-02-09T02:26:15Z","snapshot_observed_at":"2026-08-18T12:33:10.662436Z","submitted_at":"2025-02-09T02:26:15Z","title":"MixLLM: Dynamic Routing in Mixed Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.18482","snapshot_observed_at":"2026-08-15T18:09:39.726653Z","title":"& Chen, H","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.726653Z"},"links":{"cited_paper":"/paper/2502.18482","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:48a7274b8085f0211d9f14bb2ca58cd076d6f1e97a1fbabda735e8ac2446694a","observation_id":"71034cb6-eec1-42c2-8012-faf977e63ed4","resolution":{"observed_at":"2026-08-15T18:09:39.726653Z","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":"2026-08-15T18:09:40.942624Z","title":"& Others Sambanova sn40l: Scaling the ai memory wall with dataflow and composition of experts","venue":null,"work_id":"64b84cb1-1318-44d8-8f1d-dfa838570798","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.733479Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:ed3287f6a129f57671caf89376fc7cc42a1fc9f093e35ad206fbb2f387e09e65","observation_id":"4c62204f-70ac-4b28-a5ac-c79efa95ac81","resolution":{"observed_at":"2026-08-15T18:09:40.950507Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-15T18:09:40.905146Z","title":"& Huo, Z","venue":null,"work_id":"15828623-514e-4b9a-ac42-b132f626d087","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.741074Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:ebe636e9960b282fa5fb06838299dadbf23c00d58afa3244423b2811b3c40531","observation_id":"e8e93dcd-af05-4e8e-bd47-7990a4ecb864","resolution":{"observed_at":"2026-08-15T18:09:40.917409Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.01868","last_updated":"2024-12-02T07:43:21Z","snapshot_observed_at":"2026-08-16T11:58:59.324348Z","submitted_at":"2024-12-02T07:43:21Z","title":"Composition of Experts: A Modular Compound AI System Leveraging Large Language Models","version":1},"cited_work":{"arxiv_id":"2412.01868","doi":null,"metadata_source":"pith","pith_arxiv_id":"2412.01868","snapshot_observed_at":"2026-08-15T18:09:39.951741Z","title":"Composition of Experts: A Modular Compound AI System Leveraging Large Language Models","venue":"cs.LG","work_id":"992bd889-029d-4111-983d-daf61bfe8083","year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.750356Z"},"links":{"cited_paper":"/paper/2412.01868","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:56c6645f6c076775e0b2f0dd726b4a480bafe48fb4b8d586ad273b01133cbc0d","observation_id":"5019aa6d-80f7-4a5e-ba79-b6bd8694ef35","resolution":{"observed_at":"2026-08-15T18:09:39.960736Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.04167","last_updated":"2024-12-05T14:03:41Z","snapshot_observed_at":"2026-08-17T23:25:21.200107Z","submitted_at":"2024-12-05T14:03:41Z","title":"Bench-CoE: a Framework for Collaboration of Experts from Benchmark","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.04167","snapshot_observed_at":"2026-08-15T18:09:39.756785Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.756785Z"},"links":{"cited_paper":"/paper/2412.04167","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:bf9de0b281ffe805624815ef4301093ea0ecbff7bbd9105b7c3ae6bcf206ae87","observation_id":"5159334d-1dd0-4eba-97ff-c7de8dd5aa1a","resolution":{"observed_at":"2026-08-15T18:09:39.756785Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.19437","last_updated":"2025-02-18T17:26:38Z","snapshot_observed_at":"2026-08-18T18:18:37.449517Z","submitted_at":"2024-12-27T04:03:16Z","title":"DeepSeek-V3 Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.19437","snapshot_observed_at":"2026-08-15T18:09:39.763016Z","title":"& Others Deepseek-v3 technical report","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.763016Z"},"links":{"cited_paper":"/paper/2412.19437","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:80c27673a3f2b28a3d415bd8d36a531327b7e7785e38e1c04788bf44f2152685","observation_id":"078c6fe0-c975-4036-9b24-ba5916c98374","resolution":{"observed_at":"2026-08-15T18:09:39.763016Z","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":"2026-08-15T18:09:39.768866Z","title":"& Others Qwen3 technical report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.768866Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:763044df5cbec9d6766b7baa49110512e02bb017ac266aefefedc9d86e280ace","observation_id":"d1fc1e2d-f10f-4b1c-97ab-ac070fd64210","resolution":{"observed_at":"2026-08-15T18:09:39.768866Z","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":"2026-08-15T18:09:40.859583Z","title":"& Kallinteris, N","venue":null,"work_id":"97cdee29-d7db-4e86-bd7c-e0377a15055d","year":2025},"citing_paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-15T18:09:39.776203Z"},"links":{"citing_paper":"/paper/2507.22937"},"observation_digest":"sha256:6cd511a4c26e42a8fa68b918c5ad4b3da6e65d3a6255b39f74345fa08e8be180","observation_id":"6cb562d2-1aff-4342-91bc-88c3d93285c0","resolution":{"observed_at":"2026-08-15T18:09:40.873406Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.22937","last_updated":"2025-07-25T06:17:11Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-20T10:32:57.175766Z","submitted_at":"2025-07-25T06:17:11Z","title":"CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering"},"reference_resolution":{"displayed":52,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":27,"verified_exact":3,"verified_fuzzy":22},"total_outbound_references":52},"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":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"thesis":"As of 22 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2507.22937."}