{"as_of":"2026-08-20T21:00:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b5ce50b5ba73ba3cde6a10b72ae9bbe1eaf7aa7c3f1c3a2a66f0a42ce1fb8a19","coverage":[{"denominator":39,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":39,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-10T03:03:12.861270Z","state":"measured"},{"denominator":40,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":40,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-20T06:33:59.587034+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T11:24:16.521979Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-05T11:24:17.236303Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"cited_work":{"arxiv_id":"2607.08690","doi":null,"metadata_source":"pith","pith_arxiv_id":"2607.08690","snapshot_observed_at":"2026-08-05T11:24:17.236303Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","venue":"cs.LG","work_id":"4b486941-b67f-4fca-8b8a-22c6eee24cbc","year":2026},"citing_paper":{"arxiv_id":"2608.03839","last_updated":"2026-08-04T15:47:51Z","snapshot_observed_at":"2026-08-08T12:50:57.041595Z","submitted_at":"2026-08-04T15:47:51Z","title":"Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T11:24:16.521979Z"},"links":{"cited_paper":"/paper/2607.08690","citing_paper":"/paper/2608.03839"},"observation_digest":"sha256:c6e205120b53b61350d98d781b5fffd80df53883a77967b9e6db9a7675cfc236","observation_id":"bedc54b4-2e2d-4c95-8c8b-95aa1e962621","resolution":{"observed_at":"2026-08-05T11:24:17.344075Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2607.08690/citation-record","integrity":"/paper/2607.08690/integrity","json":"/paper/2607.08690/citation-record.json","paper":"/paper/2607.08690"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-10T03:06:44.032346Z","title":"1 Gregor Bachmann, Sotiris Anagnostidis, Albert Pumarola, Markos Georgopoulos, Artsiom Sanakoyeu, Yuming Du, Edgar Schönfeld, Ali Thabet, and Jonas K Kohler","venue":null,"work_id":"4a9d84bb-f7ea-4745-8bd3-a1783e8236f5","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:e94a23aad17f76251f7dc45745edbf2c093a6be6152d000d2813215107811724","observation_id":"3eb40db5-b65c-4618-91bb-656965897881","resolution":{"observed_at":"2026-07-10T03:06:44.033703Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.034322Z","title":null,"venue":null,"work_id":"44ed771a-f006-4134-a3c6-46f1732cb888","year":1901},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:1221a8fb5f5d676fd33ab0d3d0fcc64ef94309304b86ff410f45416cbd482786","observation_id":"606c6348-2fb6-4e80-90e4-4a3eae7e6773","resolution":{"observed_at":"2026-07-10T03:06:44.035506Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.038030Z","title":"1 Tianle Cai, Yuhong Li, Zhengyang Geng, Hongwu Peng, Jason D","venue":null,"work_id":"03e45a21-2771-47b5-9538-56dd1555ceb1","year":2020},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:ffd6e3ee41b1139bebe2855dfcd6252583b1181e3f2c505ff4416899edb9ef23","observation_id":"7116785a-ab9d-4c27-b672-8be2c26ab934","resolution":{"observed_at":"2026-07-10T03:06:44.039324Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.036081Z","title":"5 Haw-Shiuan Chang, Nanyun Peng, Mohit Bansal, Anil Ramakrishna, and Tagyoung Chung","venue":null,"work_id":"64095a94-a376-4bc7-b608-b83a4d46154c","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:88ad550e14376e7426870e3f778a9cfafac714fe86ba94d289a87643aef6773e","observation_id":"d22d3105-7dce-47c8-883f-639ad781094b","resolution":{"observed_at":"2026-07-10T03:06:44.037437Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2024.emnlp-main.484","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"doi: 10.18653/v1/2024.emnlp-main.484","venue":null,"work_id":"69433512-e48e-4be2-98b6-1b76f2b57754","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:0e8c6da0286b0e6a3b141903aaa30778d2c957f3f7b6b19ab4a736e22cbb48f6","observation_id":"3c8cc631-60cb-478d-9164-62d78a7cfc26","resolution":{"observed_at":"2026-07-10T03:06:43.440771Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:54.03528+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:54.03528+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.06036","last_updated":"2026-05-28T09:13:25Z","snapshot_observed_at":"2026-08-17T00:14:09.618767Z","submitted_at":"2026-02-05T18:59:30Z","title":"DFlash: Block Diffusion for Flash Speculative Decoding","version":2},"cited_work":{"arxiv_id":"2602.06036","doi":"10.48550/arxiv.2602.06036","metadata_source":"pith","pith_arxiv_id":"2602.06036","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2602.06036 , year=","venue":"cs.CL","work_id":"860ff726-6feb-4917-a25f-95159b43dd49","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2602.06036","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:bd11cb6f20b5c0b5a10d7111d9c6467d0b28543420a6923bb0413ebb0a31bad2","observation_id":"46fdfd7d-ea2a-41f6-a653-cd11b197a474","resolution":{"observed_at":"2026-07-10T03:06:43.662732Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"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":"2412.19437","doi":"10.1016/j.neucom.2023.127063.url:https://www.sciencedirect","metadata_source":"pith","pith_arxiv_id":"2412.19437","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"DeepSeek-V3 Technical Report","venue":"cs.CL","work_id":"57d2791d-2219-4c31-a077-afc04b12a75c","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2412.19437","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:03b295da1cbb25cadd76ebb23ce0d84085b83346449ca3d6b0c3aacd339e5f8b","observation_id":"4fc5a498-83bb-4d5d-84fc-4060c4337100","resolution":{"observed_at":"2026-07-10T03:06:43.651239Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/p18-1082","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"doi: 10.18653/v1/P18-1082","venue":null,"work_id":"c375569a-4c17-4018-9dce-9e14337bd47a","year":2018},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:86a27c2f19eda56eb2e5c61c054d07d671a2fc714eba89aea89d28ffac5a70cf","observation_id":"c0b48f6c-6bc4-4226-b90f-1fa894953746","resolution":{"observed_at":"2026-07-10T03:06:43.438466Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-10T22:08:12.679036+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-10T22:08:12.679036+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.15763","last_updated":"2026-02-24T10:44:44Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-02-17T17:50:56Z","title":"GLM-5: from Vibe Coding to Agentic Engineering","version":2},"cited_work":{"arxiv_id":"2602.15763","doi":"10.48550/arxiv.2602.15763","metadata_source":"pith","pith_arxiv_id":"2602.15763","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"GLM-5: from Vibe Coding to Agentic Engineering","venue":"cs.LG","work_id":"ad29b1a2-bf77-46b3-9ead-fb62b1d2c6fe","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2602.15763","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:c125233b2a22f7d7cc2db3dd963969f0bdffcaa1acf87a3c1d21b90311a4aaae","observation_id":"0247b623-d739-461a-bb4b-9beb336c08df","resolution":{"observed_at":"2026-07-10T03:06:43.653770Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.069956Z","title":"4, 6, 7, 9, 23 Zhenyu He, Zexuan Zhong, Tianle Cai, Jason Lee, and Di He","venue":null,"work_id":"d2961381-0bb4-4584-b58a-5a2a22d61dd6","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:cbf1a14806ba2257299ee6da9737061d485d7b9d91083097d382fc56282ce8d2","observation_id":"c124e5f1-6f7b-46af-8fe8-c580fd82de58","resolution":{"observed_at":"2026-07-10T03:06:44.071270Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2024.naacl-long.88","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"REST : Retrieval-based speculative decoding","venue":null,"work_id":"1e2c2421-0a42-4fd9-9d11-55d709217e14","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:bd4c283d3501e138c8ebcaff3b2953d4fafda5c84222c7e309ed011d00fb90e2","observation_id":"fdeec218-8a00-47b4-a673-98ecd9db4fdf","resolution":{"observed_at":"2026-07-10T03:06:43.443133Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:55.059943+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:55.059943+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.findings-acl.1346","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"ISBN 979-8-89176-256-5","venue":null,"work_id":"4d0498f1-52d9-4eb4-afc5-0c6cdaab3948","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:d1d207b093b217c9d57d3c30f28d9fb015475c1b09789f6bc08b4d06d53265f0","observation_id":"09a34c71-672b-4024-ac07-8419cac9396b","resolution":{"observed_at":"2026-07-10T03:06:43.442341Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:55.458039+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:55.458039+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.072058Z","title":"Accessed: 2026-05-29","venue":null,"work_id":"bed8f1bb-bcad-461c-b1ef-56ddff9349c7","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:fca7bbd38820b6a986386cc9b441d027917e2360865066064f967c3c9d8435f7","observation_id":"91d52a1b-0915-4d2d-9878-b0a9b3629136","resolution":{"observed_at":"2026-07-10T03:06:44.073245Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2023.acl-long.687","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Contrastive decoding: Open-ended text generation as optimization","venue":null,"work_id":"151a05bd-94bf-49b7-ac14-82b6281dacf2","year":2023},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:3d79b166fb06aee31e525d3902825e7bc92466be5cce7104d68f791cd6f64010","observation_id":"de8599c0-0b12-46e0-b8e5-fbaae17b78aa","resolution":{"observed_at":"2026-07-10T03:06:43.447727Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:55.894141+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:55.894141+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2601.11580","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-10T03:06:43.657817Z","title":"Speculative decoding: Performance or illusion?arXiv preprint arXiv:2601.11580","venue":null,"work_id":"799f00e0-19f3-4c96-b3c0-3beaf6b3e9ef","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:51e293d995ec38feb53bf300e93e694cb50e37b08f2d4ac825c28a5d0f6e7c3a","observation_id":"4b7f8a15-40ed-41ce-a4d0-1457aed12139","resolution":{"observed_at":"2026-07-10T03:06:43.659673Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-13T17:20:44.002518Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":"2407.21783","doi":"10.1016/s0749-0720(15","metadata_source":"pith","pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"The Llama 3 Herd of Models","venue":"cs.AI","work_id":"1549a635-88af-4ac1-acfe-51ae7bb53345","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:ebc3053171347ee8a75dd329245aa30567ac5734cfc0bd610c78447042dfea88","observation_id":"565377d2-e7a6-48c7-a7b7-c316eb5f8cf7","resolution":{"observed_at":"2026-07-10T03:06:43.656393Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-13T17:20:44.002518Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":"2407.21783","doi":"10.1016/s0749-0720(15","metadata_source":"pith","pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"The Llama 3 Herd of Models","venue":"cs.AI","work_id":"1549a635-88af-4ac1-acfe-51ae7bb53345","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:a151c51546cb75d768518620a4b5242a7c7249074bcf756e4b00fdaa972b3c3f","observation_id":"a68f6939-adbb-4379-8047-22a34d471079","resolution":{"observed_at":"2026-07-10T03:06:43.425208Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2026.365291","doi":"10.1109/mc.2026.3652916","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":null,"venue":"Computer","work_id":"3644fde4-5151-4b35-8c49-c2244f18b381","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:db823f99286f71f62bf0d75d66eb45094d262640216011a0d11e246668189748","observation_id":"4954b99e-2101-4d93-b71a-ee0e436545fd","resolution":{"observed_at":"2026-07-10T03:06:43.440443Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:56.344608+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:56.344608+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"0666.365133","doi":"10.1145/3620666.3651335","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Specinfer: Accelerating large language model serving with tree-based speculative inference and verification","venue":null,"work_id":"787d8561-54f3-48ff-bca1-03582f84d470","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:c08801c92f6412a95c6522c7168ff2a872c07aeefd43e8646e049c6cc38d2640","observation_id":"ae664080-30f7-480a-a5ca-bfa65de34901","resolution":{"observed_at":"2026-07-10T03:06:43.450806Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-12T17:50:18.8352+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-12T17:50:18.8352+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.040168Z","title":"4, 6, 7, 8, 11, 20, 23 Shashi Narayan, Shay B","venue":null,"work_id":"aa108c72-ea15-4e0d-a29c-ddedf783dc09","year":2018},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:7795b9ff83f2987a4b41c285f47ee85b048a19515b5cbc4d6a2dafc79ece7226","observation_id":"c3424238-7705-4ce7-9397-a90e01e3a307","resolution":{"observed_at":"2026-07-10T03:06:44.041401Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/d18-1206","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Cohen, and Mirella Lapata","venue":null,"work_id":"81c65d3c-3f2d-4368-8d20-570c7afcc196","year":2018},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:17da554b939b8e33c1c382ebdbbceb03a100f512e4344cb0ed14939cbe252ef8","observation_id":"08edb752-5ea6-4d44-b4d5-78d5ca46af23","resolution":{"observed_at":"2026-07-10T03:06:43.427206Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:56.751435+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:56.751435+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.060482Z","title":"9 NVIDIA","venue":null,"work_id":"f3f5c656-3e52-4a8b-8168-85a27f68d84b","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:f032944308c950c52f2e92c0e0cabf655c00fa247e01331c4a1e3abc888c3f25","observation_id":"bc1e88cc-5d13-4814-bafd-6dbce6cf0db3","resolution":{"observed_at":"2026-07-10T03:06:44.061694Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.054391Z","title":"8, 12 OpenAI","venue":null,"work_id":"3d5cbcad-efe7-4444-956c-18d6f2d9f949","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:f37309645ca1ef2d0573c4f310474ad2b190d1b88250f6a9891661f298a47f11","observation_id":"a76d4219-5092-40dd-a9f9-6c6f5620c7a5","resolution":{"observed_at":"2026-07-10T03:06:44.055601Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.064157Z","title":null,"venue":null,"work_id":"bb960286-a919-4d88-a9b8-95455674cd5d","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:72edd6ddf9c6478a247631e26009f0e37ca1a43f91e7181fc7b17dc74bb2776a","observation_id":"21687e9a-4339-4861-a160-9855e3935ca0","resolution":{"observed_at":"2026-07-10T03:06:44.065366Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.058417Z","title":"1 Alexander Samarin, Sergei Krutikov, Anton Shevtsov, Sergei Skvortsov, Filipp Fisin, and Alexander Golubev","venue":null,"work_id":"8565c139-ace3-41cc-84fa-47647eeb97e1","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:2245ebb87be9d0a473d09d283ac64b7fe80e88ae499b0b95e408dc1df80c0421","observation_id":"903ee566-12cf-46b7-b2b9-363e2c1b292d","resolution":{"observed_at":"2026-07-10T03:06:44.059829Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.23881","last_updated":"2026-06-01T13:21:18Z","snapshot_observed_at":"2026-08-17T13:29:09.125010Z","submitted_at":"2026-02-27T10:20:11Z","title":"LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding","version":2},"cited_work":{"arxiv_id":"2602.23881","doi":"10.48550/arxiv.2602.23881","metadata_source":"pith","pith_arxiv_id":"2602.23881","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Samarin, S","venue":"cs.LG","work_id":"3807cc54-6e95-4909-9f3c-f9cb4bc1b2a5","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2602.23881","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:f7a674b65d05df621605883bf524e86b379a21153e058db774900752e62d7d0b","observation_id":"f3dfe6d8-0e3c-4bc6-8cc3-163f0c6eb3d6","resolution":{"observed_at":"2026-07-10T03:06:43.645681Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.050447Z","title":"Accessed: 2026-05-29","venue":null,"work_id":"b6a4f41b-6371-4806-9619-f17bf6a495ef","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:3154012d4e1e589c6fedccbb5e72545cac62a1dbe0a8a11b3eaaffba8e741578","observation_id":"ba7fa85f-49b3-4668-a435-622a29ae8130","resolution":{"observed_at":"2026-07-10T03:06:44.051571Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/p17-1099","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Liu, and Christopher D","venue":null,"work_id":"a1a1cd4a-ba74-4ac0-af55-001f180ad173","year":2017},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:2e40aa6c53c6c4a3b1097bc48e18b43082615a5ff6ed4a7d12637c23a907c61e","observation_id":"990ba894-cffa-47e8-9357-c1589f271b50","resolution":{"observed_at":"2026-07-10T03:06:43.433337Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-14T17:50:52.50407+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-14T17:50:52.50407+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.062328Z","title":"com/artificial-intelligence/spec_decode_mi300x/README.html","venue":null,"work_id":"cf01f03c-1b0f-4156-a1c0-6d5261becb70","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:eb869804affd472c6f95dd2bd9f2d241bc38fe7cd34f570c83b36be06208c2e1","observation_id":"afafb00a-8e2e-49d5-8567-f10c75fd537a","resolution":{"observed_at":"2026-07-10T03:06:44.063484Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.048426Z","title":"1 Ziyi Wang, Siva Rajesh Kasa, Ankith M S, Santhosh Kumar Kasa, Jiaru Zou, Sumit Negi, Ruqi Zhang, Nan Jiang, and Qifan Song","venue":null,"work_id":"4a0874a4-e36d-4c9d-8a13-12fe368f3150","year":2017},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:bac037de6045b9e0a82c438bd37e60182c69aaac645c0592efd47e532b7c3c44","observation_id":"6332e07e-11ff-44ae-a550-9de7b8aa1d78","resolution":{"observed_at":"2026-07-10T03:06:44.049797Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"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":"2505.09388","doi":"10.1016/j.aiopen.2022.12","metadata_source":"pith","pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"Qwen3 Technical Report","venue":"cs.CL","work_id":"25a4e30c-1232-48e7-9925-02fa12ba7c9e","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:c65e096a23c90a238303020bd6f684dfd105470e33bb0eaf37e241661049b4cf","observation_id":"e0d0a576-78af-4bf3-a65e-09f0cea3848b","resolution":{"observed_at":"2026-07-10T03:06:43.648783Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.044037Z","title":"Accessed: 2026-05-29","venue":null,"work_id":"4939eab5-1326-458f-b2cf-39f2d303b88c","year":2026},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:c657b3e3141bd921da2db40d23229836c6a7f0f42af8e2ccbb19f185a817da87","observation_id":"412aaa9a-f255-41d1-87db-c28effc9d518","resolution":{"observed_at":"2026-07-10T03:06:44.045336Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2024.acl-short.5","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"doi: 10.18653/v1/2024.acl-short.5","venue":null,"work_id":"6868081a-a7b3-4dd3-b1d6-e18ded2148d2","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:f21835eae68348e901b37413eee07c5f54d909fcc3652996b8a724569bf7c4be","observation_id":"2793efd8-6d3e-4b83-8ffd-64b12dfec898","resolution":{"observed_at":"2026-07-10T03:06:43.445731Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-07-17T21:20:57.112443+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-17T21:20:57.112443+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.068189Z","title":null,"venue":null,"work_id":"f7856c51-85d6-4e7e-b999-3bde792428b5","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:979b9e37a9a997d6d9ee7577a11e23941bc6e124d4428e7196773d92c78fdd28","observation_id":"de7e7b58-3595-4c35-adc8-7c902294d4fe","resolution":{"observed_at":"2026-07-10T03:06:44.069327Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.042303Z","title":"The exam is part of the U.S","venue":null,"work_id":"272dcf27-2c7d-452c-8bb5-12bdde85a901","year":2024},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:4d0c27c3917dcbc6aef7f841524ca01f5c28eeaa6a4bcf7fc814e53be152b7e8","observation_id":"62174503-b331-4b46-87a4-4ee3751eb993","resolution":{"observed_at":"2026-07-10T03:06:44.043414Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.046009Z","title":"The questions are written for domain experts in biology, physics and chemistry, so the task is meant to probe expert-level scientific knowledge rather than general STEM familiarity","venue":null,"work_id":"fbeabe4a-dde4-462f-8e3c-88702c5deb5f","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:8cd70ef63a1be3796d13991ba7e869f28c961e482d09c36d1962d0593d8e5594","observation_id":"196378c0-821d-47f6-86b6-8b8ec0c9c1c2","resolution":{"observed_at":"2026-07-10T03:06:44.047591Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.052251Z","title":"### Format: Read the inputs from stdin solve the problem and write the answer to stdout (do not directly test on the sample inputs)","venue":null,"work_id":"dcb9c68e-1755-4b15-903f-675033582440","year":2025},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:a9aed55078ab69175dca8733672e6fc0dd82ca60f8300035f7e581bdb56dc350","observation_id":"b533d57c-f9af-48cf-af92-0bf38d47dff7","resolution":{"observed_at":"2026-07-10T03:06:44.053716Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.056204Z","title":"The standard thinking budget is 32,768 tokens and the maximum generation length is 36,864 tokens","venue":null,"work_id":"17db34f6-7aea-48b8-a625-4ad9d6a61a12","year":2023},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:2b6e21454ffd53e78c184ddc7af7dbdeed500dfb8c3f3dd6051159a4906e66be","observation_id":"2b8015ce-39bc-47d8-8eb5-a7860448935b","resolution":{"observed_at":"2026-07-10T03:06:44.057862Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+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":"2026-07-10T03:06:44.066199Z","title":"Overall, broader results across Figs","venue":null,"work_id":"750ccad0-75ce-4e0d-934c-b3e8a29847c8","year":2048},"citing_paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-07-10T03:03:12.861270Z"},"links":{"citing_paper":"/paper/2607.08690"},"observation_digest":"sha256:80215d11f93935bb79a3b680ba3e6002528b88cff189c6bae08d624bfa54718d","observation_id":"6ad90698-54b2-4a52-9a5c-dd9b894840dc","resolution":{"observed_at":"2026-07-10T03:06:44.067489Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2607.08690","last_updated":"2026-07-09T16:50:41Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-18T07:25:34.364130Z","submitted_at":"2026-07-09T16:50:41Z","title":"A Practical Investigation of Training-free Relaxed Speculative Decoding"},"reference_resolution":{"displayed":39,"state_counts":{"malformed_identifier":1,"metadata_mismatch":8,"parse_uncertain":0,"unresolved":3,"verified_exact":10,"verified_fuzzy":17},"total_outbound_references":39},"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":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"thesis":"As of 20 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2607.08690."}