{"as_of":"2026-08-21T15:11:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:f7e189fb4f644cfea61ea99a4f24e914a3f3b2c03822c720aab9e3a0d25f9c1c","coverage":[{"denominator":30,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":30,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T14:57:19.830873Z","state":"measured"},{"denominator":33,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":33,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-21T06:32:19.484+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T00:41:17.264771Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-11T19:31:09.456870Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"cited_work":{"arxiv_id":"2505.16894","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2505.16894","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"e6f42394-b8eb-45f1-98e0-0fe33a49089c","year":2025},"citing_paper":{"arxiv_id":"2604.22427","last_updated":"2026-04-24T10:38:40Z","snapshot_observed_at":"2026-08-12T23:46:46.574912Z","submitted_at":"2026-04-24T10:38:40Z","title":"Automation-Exploit: A Multi-Agent LLM Framework for Adaptive Offensive Security with Digital Twin-Based Risk-Mitigated Exploitation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-08T11:45:21.608035Z"},"links":{"cited_paper":"/paper/2505.16894","citing_paper":"/paper/2604.22427"},"observation_digest":"sha256:fec87a0e96c9c1ff355dd8f0e8195f61503e3588ff4df36e36b42a2e93c468b7","observation_id":"d3f1b682-ddc8-45c7-9d08-83e6e2a767a3","resolution":{"observed_at":"2026-05-11T19:31:09.459519Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.16894","snapshot_observed_at":"2026-08-01T02:56:54.014733Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25279","last_updated":"2026-07-28T04:32:54Z","snapshot_observed_at":"2026-08-13T08:21:41.539634Z","submitted_at":"2026-07-28T04:32:54Z","title":"Many-body Tipping Dynamics of ChatGPT-like AIs","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-01T02:56:54.014733Z"},"links":{"cited_paper":"/paper/2505.16894","citing_paper":"/paper/2607.25279"},"observation_digest":"sha256:8713b4d802cd90017502cc12a4eb00cca964707a21d358908f89ac7c66392d0e","observation_id":"92ca7e03-6ef7-410e-8a69-3d32cd8abdeb","resolution":{"observed_at":"2026-08-01T02:56:54.014733Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.16894","snapshot_observed_at":"2026-08-06T00:41:17.264771Z","title":"Shadows in the attention: Contextual perturbation and representation drift in the dynamics of hallucination in LLMs.arXiv preprint arXiv:2505.16894, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.00939","last_updated":"2026-08-02T02:37:49Z","snapshot_observed_at":"2026-08-16T21:43:01.905836Z","submitted_at":"2026-08-02T02:37:49Z","title":"Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T00:41:17.264771Z"},"links":{"cited_paper":"/paper/2505.16894","citing_paper":"/paper/2608.00939"},"observation_digest":"sha256:957233a55a53dec8b339422b404e8848e5b2b7df24db590df2d71d94f15630df","observation_id":"27240ea0-1e38-40cc-bba8-341e4a9533ef","resolution":{"observed_at":"2026-08-06T00:41:17.264771Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2505.16894/citation-record","integrity":"/paper/2505.16894/integrity","json":"/paper/2505.16894/citation-record.json","paper":"/paper/2505.16894"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:57:22.866194Z","title":"In: Findings of the Association for Computational Linguistics: EMNLP 2023","venue":null,"work_id":"e1316a34-b09c-4fc6-9ae4-7bc0b9af43cf","year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.329814Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:86c12d763c61aa5fffd3d455b9fa27e7cc6fcedab93ba7f950f72ac980849769","observation_id":"b417c63a-4672-4bc9-8ded-9e4ce3ef360d","resolution":{"observed_at":"2026-08-07T14:57:22.963344Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2504.10063","last_updated":"2026-05-12T11:19:32Z","snapshot_observed_at":"2026-08-16T21:42:44.639472Z","submitted_at":"2025-04-14T10:06:27Z","title":"Hallucination Detection in LLMs with Topological Divergence on Attention Graphs","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.10063","snapshot_observed_at":"2026-08-07T14:57:17.420822Z","title":"arXiv preprint arXiv:2504.10063 (2025)","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.420822Z"},"links":{"cited_paper":"/paper/2504.10063","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:c1b1228b9e61b87de424f15709932f64522bfcccdfc4cc51c427b807e1d6e48e","observation_id":"4a46da60-0fba-4c0b-b14b-a5049ec5fccc","resolution":{"observed_at":"2026-08-07T14:57:17.420822Z","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":"2026-08-07T14:57:22.623031Z","title":"In: Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M., Lin, H","venue":null,"work_id":"5547bb41-d682-4d00-9729-36d676f1cb45","year":2020},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.517076Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:946ce73e9dc4b473f64e71c65bc1fd003d194467bd6224840bf0c69cff939438","observation_id":"f4cdd6b5-9a1f-44d5-a2b4-f2f0fb6ebccd","resolution":{"observed_at":"2026-08-07T14:57:22.705388Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.12712","last_updated":"2023-04-13T20:41:31Z","snapshot_observed_at":"2026-08-18T22:17:47.865607Z","submitted_at":"2023-03-22T16:51:28Z","title":"Sparks of Artificial General Intelligence: Early experiments with GPT-4","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.12712","snapshot_observed_at":"2026-08-07T14:57:17.592643Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.592643Z"},"links":{"cited_paper":"/paper/2303.12712","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:8ad42ffaa1619ee0c765e2fc528aed988052bbaaf905d4438b2441ea3e3e1d09","observation_id":"e1fb6eb0-554d-4d43-bff4-55fdaeebfd5f","resolution":{"observed_at":"2026-08-07T14:57:17.592643Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.03744","last_updated":"2024-10-21T04:10:50Z","snapshot_observed_at":"2026-08-20T07:29:59.402301Z","submitted_at":"2024-02-06T06:23:12Z","title":"INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.03744","snapshot_observed_at":"2026-08-07T14:57:17.658409Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.658409Z"},"links":{"cited_paper":"/paper/2402.03744","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:3b0166556dd4ca99c766a4186cce842ff054ae18f69e29466fa85cbce2100f3b","observation_id":"67c10973-af4b-46bf-bb1f-9cf949cf9d14","resolution":{"observed_at":"2026-08-07T14:57:17.658409Z","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":"2026-08-07T14:57:22.465092Z","title":"In: Proceedings of the 2024 Conference of the North Amer- ican Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)","venue":null,"work_id":"2825d1dc-473e-4e35-a7a1-8f59612b0955","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.738497Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:c57034831164d8ff066c414dcb348992b91a0e939f9d8439cf55e9171edfd84c","observation_id":"2b507a4d-0d6e-4825-aab2-1df3929a8aa2","resolution":{"observed_at":"2026-08-07T14:57:22.534770Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:22.297048Z","title":"Journal of Machine Learning Research24(240), 1–113 (2023)","venue":null,"work_id":"3f6d5f5d-7520-4c50-968e-53f390f4dd65","year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.818996Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:7911eca44469bba84813d901b35170d744904ef2aab45bb48f783437fb40219c","observation_id":"a3274135-2d1b-49f1-9969-fb250c305bed","resolution":{"observed_at":"2026-08-07T14:57:22.365382Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:22.124742Z","title":"In: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing","venue":null,"work_id":"8fa2960b-1cd6-4aff-a18b-232f969992a2","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.860598Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:f91a8ce14cd516b70a581cff41379c2421b6942c03e4de6db5b11aa1c037c3f2","observation_id":"6a2480f0-271d-4a60-8187-3cf3cb77a1ca","resolution":{"observed_at":"2026-08-07T14:57:22.216102Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.09733","last_updated":"2024-02-15T06:14:55Z","snapshot_observed_at":"2026-08-20T11:24:47.617057Z","submitted_at":"2024-02-15T06:14:55Z","title":"Do LLMs Know about Hallucination? An Empirical Investigation of LLM's Hidden States","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.09733","snapshot_observed_at":"2026-08-07T14:57:17.914104Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:17.914104Z"},"links":{"cited_paper":"/paper/2402.09733","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:2f6ce28789548d69c912d951ebe5179a9348dd1bbb093ac9c5f1d858cbc5783b","observation_id":"b687f49d-e928-4a07-b183-8c3797dd923d","resolution":{"observed_at":"2026-08-07T14:57:17.914104Z","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":"2026-08-07T14:57:21.936029Z","title":"In: Findings of the Association for Computational Linguistics: ACL 2024","venue":null,"work_id":"d995f3f1-4b51-4f23-a4d2-e06a3b09c677","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.008663Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:7846e0c91926420ab21b30c9163c8a681ddc8d513b7b85953f25d7db77d1299a","observation_id":"b9ddabc2-ec16-4905-9776-7c93d29b5b43","resolution":{"observed_at":"2026-08-07T14:57:22.031215Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:21.772471Z","title":"Nature630(8017), 625–630 (2024) Title Suppressed Due to Excessive Length 15","venue":null,"work_id":"904bc489-bbce-46cb-a1c9-84deb070e838","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.092122Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:233b193b094f673b997f30f686a3e00727afdf27a76c46ba1b92c17e605dfd4c","observation_id":"446cadc0-b7e8-442e-b8dc-677ded373366","resolution":{"observed_at":"2026-08-07T14:57:21.843755Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:21.631101Z","title":"In: Findings of the Association for Computational Linguistics: EMNLP 2020","venue":null,"work_id":"88134c49-531e-426a-8060-8fc33e20febe","year":2020},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.192142Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:6bad123a1d5bde3c3c8d7c25c4a68079b6e75b348daf7527c76e7e52675a4506","observation_id":"9871b6bf-b43a-4d1c-bcf3-303aa9760ad9","resolution":{"observed_at":"2026-08-07T14:57:21.694654Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2410.03026","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:57:20.258108Z","title":"arXiv preprint arXiv:2410.03026 (2024)","venue":null,"work_id":"15fde1a9-3a4b-466e-8853-50fa714c6ce0","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.297844Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:d8502a1c0d9e6b686080dcb489be8cb3c11f8cd89888ec56ea63d4ba29b117a2","observation_id":"20233dc6-6450-4609-b70c-0492d071a5c3","resolution":{"observed_at":"2026-08-07T14:57:20.340865Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.10997","last_updated":"2024-03-27T09:16:57Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-12-18T07:47:33Z","title":"Retrieval-Augmented Generation for Large Language Models: A Survey","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.10997","snapshot_observed_at":"2026-08-07T14:57:18.407281Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.407281Z"},"links":{"cited_paper":"/paper/2312.10997","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:8638a6969237e90dbd4b14fdceb535103d73f0aa6829b4d6a4c21a073d9c509d","observation_id":"53e108a1-c272-49f5-9440-ca899ff54f7f","resolution":{"observed_at":"2026-08-07T14:57:18.407281Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"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":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-07T14:57:18.489249Z","title":"arXiv preprint arXiv:2407.21783 (2024)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.489249Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:d8658818f204959c87558777c122410df9d33b584dde64b09cde77f6ff75fecc","observation_id":"5d486e84-7956-4ddd-a963-fefb2d48e874","resolution":{"observed_at":"2026-08-07T14:57:18.489249Z","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":"2026-08-07T14:57:21.431369Z","title":"ACM Transactions on Infor- mation Systems 43(2), 1–55 (2025)","venue":null,"work_id":"8be55b6c-4039-4ccb-bc35-486869221469","year":2025},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.573040Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:77a46fe0fcd6673bd832f897700f05169c042effdfd08be1b7ac971795b72275","observation_id":"4d63125d-411d-4a65-a8b7-273e645634d7","resolution":{"observed_at":"2026-08-07T14:57:21.506632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:21.264703Z","title":"IEEE Transactions on Software Engineering 51(2), 413–429 (2025)","venue":null,"work_id":"f741b209-9af8-43fc-9d78-6414146febe7","year":2025},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.641624Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:23afa6c832ac87dd021097792f016ec0612b1d799480a3ade0d80c92c2f42d23","observation_id":"49e4fb20-9aaf-4cd3-b8f6-284931805fba","resolution":{"observed_at":"2026-08-07T14:57:21.334468Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:57:18.743479Z","title":"ACM computing surveys55(12), 1–38 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.743479Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:4751275822b61550640dcc7a0b6d7cce1270c753e4b3b5c46a99537dd620cbd5","observation_id":"8cc674f9-f8e7-4fb1-a028-b5fb0db52839","resolution":{"observed_at":"2026-08-07T14:57:18.743479Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2207.05221","last_updated":"2022-11-21T16:38:35Z","snapshot_observed_at":"2026-08-14T05:42:29.067319Z","submitted_at":"2022-07-11T22:59:39Z","title":"Language Models (Mostly) Know What They Know","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.05221","snapshot_observed_at":"2026-08-07T14:57:18.822252Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.822252Z"},"links":{"cited_paper":"/paper/2207.05221","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:1bfdc0dd583e2a890dc5deeb5661710c58d4650b1d366721ade5c87bc70fb9fe","observation_id":"e1f5759b-b24f-434b-80bf-7b0b25386ef9","resolution":{"observed_at":"2026-08-07T14:57:18.822252Z","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":"2026-08-07T14:57:21.080116Z","title":"In: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","venue":null,"work_id":"caac6686-1784-46b5-a6de-e57f6bb991d6","year":2022},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:18.926045Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:bade9b7108bd45296104e470891cb3b3ecba91099e2a6917f36a266871a7f3b8","observation_id":"3bdbd937-06df-4d92-96c1-2f41b3f78167","resolution":{"observed_at":"2026-08-07T14:57:21.163688Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:20.914237Z","title":"In: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing","venue":null,"work_id":"7b883d85-23e4-4cd9-a44f-8c755008dd0f","year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.004772Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:32050207c6632b2908f4fe812c759cfaf70f28d5a92bfd5b45dd357440a44942","observation_id":"d96284e1-594c-4aa4-b2c5-091c8832a896","resolution":{"observed_at":"2026-08-07T14:57:20.986522Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:20.763361Z","title":"In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics","venue":null,"work_id":"dcb82276-6021-416b-9d67-feedd72b7fcd","year":1906},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.103954Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:b61b3a2f511456b39c4a82b56c832562e718bc88ba2f9cdd70e412de16d996fe","observation_id":"ae7ccbe1-0e29-467e-b554-fe4e9fb54b01","resolution":{"observed_at":"2026-08-07T14:57:20.836683Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-08-07T14:57:20.582408Z","title":"Transactions of the Association for Computational Linguistics12, 484–506 (2024)","venue":null,"work_id":"2e1fcce9-407a-4133-baaf-fe3b855fcaa5","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.208717Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:ec72ab70cd0e1cb301ed86df8d54101a183406ca103fc9fdfa07ff6b09f2ded5","observation_id":"9b55f818-4e87-4797-9dca-9a185e8068cb","resolution":{"observed_at":"2026-08-07T14:57:20.686328Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2311.16867","last_updated":"2023-11-29T19:45:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-11-28T15:12:47Z","title":"The Falcon Series of Open Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.16867","snapshot_observed_at":"2026-08-07T14:57:19.293170Z","title":"arXiv preprint arXiv:2311.16867 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.293170Z"},"links":{"cited_paper":"/paper/2311.16867","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:96869d37fb40fb2a80dafde29e87a2693575c0287754757334b00d3ca49cde3b","observation_id":"68323457-2d12-424f-8c6d-d438f11f38eb","resolution":{"observed_at":"2026-08-07T14:57:19.293170Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.12813","last_updated":"2023-03-08T23:41:49Z","snapshot_observed_at":"2026-08-16T13:28:02.541688Z","submitted_at":"2023-02-24T18:48:43Z","title":"Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.12813","snapshot_observed_at":"2026-08-07T14:57:19.376887Z","title":"arXiv preprint arXiv:2302.12813 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.376887Z"},"links":{"cited_paper":"/paper/2302.12813","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:7e7c76e04ce6f94a065b810142c12932a5f6c8943ba6cffb7405cd988d01567b","observation_id":"0115ac27-208b-4d3a-945b-da301fe66639","resolution":{"observed_at":"2026-08-07T14:57:19.376887Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.05922","last_updated":"2023-09-12T02:34:06Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-09-12T02:34:06Z","title":"A Survey of Hallucination in Large Foundation Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.05922","snapshot_observed_at":"2026-08-07T14:57:19.454068Z","title":"arXiv preprint arXiv:2309.05922 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.454068Z"},"links":{"cited_paper":"/paper/2309.05922","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:56ec5ecdf5e3f46f5d5bb87e1397fb26194abb4da002b1ebf86f920ba943ea1e","observation_id":"fdcb412b-87b9-4bea-921b-776fbfa02438","resolution":{"observed_at":"2026-08-07T14:57:19.454068Z","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":"2026-08-07T14:57:20.463266Z","title":"In: Proceedings of the 2024 Annual International ACM SIGIR Con- ference on Research and Development in Information Retrieval in the Asia Pacific Region","venue":null,"work_id":"d3b14037-ca8a-47e9-b919-8a473d9c6d35","year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.559394Z"},"links":{"citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:3fb09ac462f50b0c71b6c262fdb78fc77e4af7ec2fac02a39b347f9e4e83919f","observation_id":"ad959bbf-6471-4e38-8836-37e67fc80980","resolution":{"observed_at":"2026-08-07T14:57:20.511891Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2302.13971","last_updated":"2023-02-27T17:11:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-02-27T17:11:15Z","title":"LLaMA: Open and Efficient Foundation Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.13971","snapshot_observed_at":"2026-08-07T14:57:19.639051Z","title":"arXiv preprint arXiv:2302.13971 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.639051Z"},"links":{"cited_paper":"/paper/2302.13971","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:32cc4c938e20fbbe4ee898356c04d726b16b53f7f681b8f59d93784b037889cf","observation_id":"bb157e6c-dd20-488d-9e23-b1d2d96d276b","resolution":{"observed_at":"2026-08-07T14:57:19.639051Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.13490","last_updated":"2025-02-19T07:23:18Z","snapshot_observed_at":"2026-08-16T12:57:05.576677Z","submitted_at":"2025-02-19T07:23:18Z","title":"What are Models Thinking about? Understanding Large Language Model Hallucinations \"Psychology\" through Model Inner State Analysis","version":1},"cited_work":{"arxiv_id":"2502.13490","doi":null,"metadata_source":"pith","pith_arxiv_id":"2502.13490","snapshot_observed_at":"2026-08-07T14:57:19.952526Z","title":"What are Models Thinking about? Understanding Large Language Model Hallucinations \"Psychology\" through Model Inner State Analysis","venue":"cs.CL","work_id":"002e65c5-81cb-4862-afb5-72df1cba611c","year":2025},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.751368Z"},"links":{"cited_paper":"/paper/2502.13490","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:245773f684614c35ebbdb37aa2ce959b8b40dbe2029ab866864924c810d751b3","observation_id":"1d8d4e76-ce08-4390-a58e-b2881d4e9e85","resolution":{"observed_at":"2026-08-07T14:57:20.032167Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.15115","last_updated":"2025-01-03T02:18:21Z","snapshot_observed_at":"2026-08-17T18:50:07.059564Z","submitted_at":"2024-12-19T17:56:09Z","title":"Qwen2.5 Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.15115","snapshot_observed_at":"2026-08-07T14:57:19.830873Z","title":"arXiv preprint arXiv:2412.15115 (2024)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T14:57:19.830873Z"},"links":{"cited_paper":"/paper/2412.15115","citing_paper":"/paper/2505.16894"},"observation_digest":"sha256:aa1ebaf95bfede21651f2b49429a54ccb094aaeecb30d8d3cdd35b27510f0134","observation_id":"60e87340-851f-4ede-9488-b6b6586ae8de","resolution":{"observed_at":"2026-08-07T14:57:19.830873Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2505.16894","last_updated":"2025-05-22T16:50:58Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-18T03:09:33.667802Z","submitted_at":"2025-05-22T16:50:58Z","title":"Shadows in the Attention: Contextual Perturbation and Representation Drift in the Dynamics of Hallucination in LLMs"},"reference_resolution":{"displayed":30,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":13,"verified_exact":2,"verified_fuzzy":15},"total_outbound_references":30},"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":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"thesis":"As of 21 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 3 inbound Pith citation observations for arXiv:2505.16894."}