{"as_of":"2026-08-08T10:40:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:c1290ecbad848e875d803410122473c26ae4823e67ac2f8ac4405db3f110eeb7","coverage":[{"denominator":46,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":46,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T12:11:27.564454Z","state":"measured"},{"denominator":46,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":46,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2506.00382/citation-record","integrity":"/paper/2506.00382/integrity","json":"/paper/2506.00382/citation-record.json","paper":"/paper/2506.00382"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:23.352676Z","title":"Mitchell","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.352676Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:40a37b9810281c33a77f17a2bbec78616792bd7e5471d67eb3b190c75a9ab669","observation_id":"dc622f99-2001-42e8-949c-221325dbf933","resolution":{"observed_at":"2026-08-07T12:11:23.352676Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.08112","last_updated":"2025-11-11T01:13:28Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-03-14T17:47:09Z","title":"Eliciting Latent Predictions from Transformers with the Tuned Lens","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08112","snapshot_observed_at":"2026-08-07T12:11:23.422580Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.422580Z"},"links":{"cited_paper":"/paper/2303.08112","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:a5367aeedb6d9c2ac7340a036a87e536f87a050ca6178c9fce52be1875a70484","observation_id":"09defcd6-0ed6-48fe-8ef4-f62dd521ecc0","resolution":{"observed_at":"2026-08-07T12:11:23.422580Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:23.497043Z","title":"Tu, and Henry Kvinge","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.497043Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:c1df908a0c0e9d7ae8fcbfd97ff9bc2a23ca59550188b272e9ec89ddebcd3717","observation_id":"7e41e2f4-40c1-4106-b2ff-44051d19843e","resolution":{"observed_at":"2026-08-07T12:11:23.497043Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.17149","last_updated":"2025-05-22T09:02:15Z","snapshot_observed_at":"2026-08-08T01:39:28.556966Z","submitted_at":"2025-05-22T09:02:15Z","title":"Large Language Models for Predictive Analysis: How Far Are They?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.17149","snapshot_observed_at":"2026-08-07T12:11:23.608327Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.608327Z"},"links":{"cited_paper":"/paper/2505.17149","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:acd1feb1ae27b57cdf4a31823557eb102414da21f27445fe3d917b66a50d8d29","observation_id":"f5ad453b-32df-49c3-a3e9-edd53936d026","resolution":{"observed_at":"2026-08-07T12:11:23.608327Z","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":"2026-08-07T12:11:31.209981Z","title":null,"venue":null,"work_id":"dbaebd78-1542-4bab-8fe2-9487b9248979","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.686925Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:8899f29f58e1f4058eded0252ccac16e7a2138dd2610fd8abf13c5deec6490ac","observation_id":"bec4311d-74f0-4162-91ca-5d13d0be9b46","resolution":{"observed_at":"2026-08-07T12:11:31.296432Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:23.789575Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.789575Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:237d28f1ed82b7c7900c92e1366660dd3832d066ed4fb6411252d40662791d33","observation_id":"957bc0c5-845e-41e5-bed7-1f8961280fd6","resolution":{"observed_at":"2026-08-07T12:11:23.789575Z","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":"2026-07-06T18:55:11.576666Z","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":"2026-08-07T12:11:23.891233Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.891233Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:8e32a3e7d636b0eb4a5b8e227b36a5e58f74afb097f1976d870bdeb402a398f8","observation_id":"a9c0b758-bfb9-4ab7-ae87-677812b2822b","resolution":{"observed_at":"2026-08-07T12:11:23.891233Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2209.07858","last_updated":"2022-11-22T19:12:57Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-08-23T23:37:14Z","title":"Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2209.07858","snapshot_observed_at":"2026-08-07T12:11:23.939193Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:23.939193Z"},"links":{"cited_paper":"/paper/2209.07858","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:72874b192bf6c0d1bf73417f4eb093ad2b786242b79b86134c63041c9334740e","observation_id":"8f3c1cea-12fc-45f6-8f01-0be15873be21","resolution":{"observed_at":"2026-08-07T12:11:23.939193Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.08295","last_updated":"2024-04-16T12:52:47Z","snapshot_observed_at":"2026-08-03T03:29:01.959523Z","submitted_at":"2024-03-13T06:59:16Z","title":"Gemma: Open Models Based on Gemini Research and Technology","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.08295","snapshot_observed_at":"2026-08-07T12:11:24.079291Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.079291Z"},"links":{"cited_paper":"/paper/2403.08295","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:bac484919f4667b2848a2c9dd4db6dd476374941f496ffcc5b02ccbdbd515e6c","observation_id":"73c46256-653f-49d8-a196-415f9a2fdd80","resolution":{"observed_at":"2026-08-07T12:11:24.079291Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:24.196684Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.196684Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:339f98611cbac87e8ed252dc51768a0fd3d57cee150c9ee5ab7c26e09982e876","observation_id":"9cb8321a-b2c3-4c0f-9030-a39124784193","resolution":{"observed_at":"2026-08-07T12:11:24.196684Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:24.305822Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.305822Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:66a0f185f077db051f1d21afe7159ea00363647f9ddb1740648b35215a4c2e1f","observation_id":"bd55c277-2c58-4990-97f9-657926c92953","resolution":{"observed_at":"2026-08-07T12:11:24.305822Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:24.412957Z","title":"Hardoon, S \\' a ndor Szedm \\' a k, and John Shawe - Taylor","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.412957Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:844f5339694d1e18c64695d197f6e3dd1f9412453cae4e3e3a43bedb1fae95a9","observation_id":"65c51bdd-1103-44e4-a4fa-a440fe5a132f","resolution":{"observed_at":"2026-08-07T12:11:24.412957Z","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":"2026-08-07T12:11:30.941578Z","title":null,"venue":null,"work_id":"a6e1097b-a270-4568-b116-ed0dd4ecb774","year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.525781Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:9875b832ea33f94cb666a14e6bf9c2bbd016173be8c2b0ea5b890dbbf8e9c5bb","observation_id":"53f19aa9-c977-4274-b332-a8b8ea8b7a3f","resolution":{"observed_at":"2026-08-07T12:11:31.075224Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:30.766308Z","title":null,"venue":null,"work_id":"f25783f2-194b-4ef8-abbf-011aa0d4ed0d","year":2018},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.639620Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:428739ee31677642eef05fe9c464b5c710acf1dad795fe36204c962d0e24103b","observation_id":"eb21b584-4193-4fa1-be70-4557412a06f9","resolution":{"observed_at":"2026-08-07T12:11:30.850027Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:24.747985Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.747985Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:9d3fb300f0f52b11d4bf771e35d6885159b57bfaf462ab4d97850a3b016c2cc2","observation_id":"7d49e4e3-3ec6-45b4-bc61-351bbf5da8fb","resolution":{"observed_at":"2026-08-07T12:11:24.747985Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:24.827053Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.827053Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:57a412c7d0f531c9c4601b3f228833556513a56691dc58bf662253a36a4fc91b","observation_id":"85275cce-23f7-4fe6-80ca-b39446b0490f","resolution":{"observed_at":"2026-08-07T12:11:24.827053Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.23743","last_updated":"2025-06-05T02:01:49Z","snapshot_observed_at":"2026-08-08T08:44:50.972956Z","submitted_at":"2024-10-31T08:58:06Z","title":"What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.23743","snapshot_observed_at":"2026-08-07T12:11:24.934062Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:24.934062Z"},"links":{"cited_paper":"/paper/2410.23743","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:3b8bbe27f6aad0065cb2a0ae83427a30ea1d317156aca49de8049b8c0956d629","observation_id":"d1083498-799d-4ade-94ce-86090ac20c60","resolution":{"observed_at":"2026-08-07T12:11:24.934062Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:25.041162Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.041162Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:6c2d7c7e0c1a5df48a73f1d662ed31b2670fc0530d9ba34c1f6cb1dd409d88d0","observation_id":"61d406dc-fe88-4acf-9eb7-800be9a347ba","resolution":{"observed_at":"2026-08-07T12:11:25.041162Z","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":"2026-08-07T12:11:30.495993Z","title":null,"venue":null,"work_id":"ab9ab5f3-e78d-4399-852a-20cd6f0ca884","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.132937Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:459a6a9729c3d4509e5c5ca0cea09af606e755178b039cb4d496916bfd480a5a","observation_id":"db6ab690-d471-4a42-8a82-a2a5ba1837c0","resolution":{"observed_at":"2026-08-07T12:11:30.623196Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:25.225131Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.225131Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:25d362ec8197f3aaf917d58199b3cad92abd7bd1a66cd6ea42fe5cf51530e4d9","observation_id":"15f50d07-4672-4615-bb51-faf5b32614e9","resolution":{"observed_at":"2026-08-07T12:11:25.225131Z","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":"2026-08-07T12:11:30.245824Z","title":null,"venue":null,"work_id":"8560c0b2-09b4-45cb-98a2-4a292f9c28d6","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.300832Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:1b86fa5a233005159e2f19c8fab612dfe76c33e19496c929b95bc7a4e37f30eb","observation_id":"6d2d89a1-3aec-454c-a418-b664c96c009c","resolution":{"observed_at":"2026-08-07T12:11:30.357176Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:30.000111Z","title":null,"venue":null,"work_id":"a75d2335-bc5b-42a1-a12b-b89988ffb76e","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.381937Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:40ff03747c249b8d35390f523256776bfd8bb3a50cd5e3c0174f0777137c5f36","observation_id":"c71988f5-27c5-417e-b90b-b8731c0fee86","resolution":{"observed_at":"2026-08-07T12:11:30.096516Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:25.472735Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.472735Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:216b444c0161d55c713693fc6ee338d730f03aaec4d228a80b516a8a988dc195","observation_id":"53dbfeaf-a22f-4533-8a43-6fe63df99212","resolution":{"observed_at":"2026-08-07T12:11:25.472735Z","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":"2026-08-07T12:11:29.792347Z","title":"Morcos, Maithra Raghu, and Samy Bengio","venue":null,"work_id":"a0000f88-05c7-4434-9a46-dce205c3cba5","year":2018},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.547395Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:4723b5a962cb29aef4ea889264abc1bb5ec60d51e438deb7209a182e4bcf73c1","observation_id":"c542b8e0-08b8-44fd-8d3c-b3d02e4d31d0","resolution":{"observed_at":"2026-08-07T12:11:29.887563Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:29.583315Z","title":null,"venue":null,"work_id":"6d81b103-bb7b-44a0-8483-63578704a425","year":2021},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.624143Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:fa64bd19a86bc7fd81e6749de2367c84252bd2f62f429be914c4980f72496c7b","observation_id":"35d148b2-492c-41f3-9fe0-21f33b80a854","resolution":{"observed_at":"2026-08-07T12:11:29.701391Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:25.693788Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.693788Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:f2a4e4f520e7af259a6922b76076684bbdb24072ef4f504802141c86e1ca0d5d","observation_id":"495e4a77-8857-4de2-98b4-19435e2e0d40","resolution":{"observed_at":"2026-08-07T12:11:25.693788Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:25.811103Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.811103Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:154bf6585e01f53f0feac8f6aab58631a7c41f67fd4b324e6708e21a43d44410","observation_id":"8b6db112-0a49-49e7-9bc0-1a7ec4e20d3b","resolution":{"observed_at":"2026-08-07T12:11:25.811103Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:25.906781Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.906781Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:c2c5de28f7d70543f3899348d888737180496c411124783da13441d4a9b9c014","observation_id":"896c5974-d522-4f09-9d7e-0f83e0aa0e8e","resolution":{"observed_at":"2026-08-07T12:11:25.906781Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:25.996210Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:25.996210Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:deae5824a4d79b62bc559844fc02cac19674dcdb0eb470300e21acd5af94d6bf","observation_id":"910261a4-4bf1-4e38-aba2-f0ef624fd27b","resolution":{"observed_at":"2026-08-07T12:11:25.996210Z","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":"2026-08-07T12:11:29.321784Z","title":null,"venue":null,"work_id":"4079baf9-13f5-4654-88e8-6fe062d2a858","year":2017},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.073612Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:fd4e016afd317f72c961ede5ad1616b24cb6b8194c4a16fef359c67507c3faee","observation_id":"f345df3c-0f25-4626-aa52-876f22ee0141","resolution":{"observed_at":"2026-08-07T12:11:29.417909Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:29.147453Z","title":"Sutherland","venue":null,"work_id":"c021311c-fae1-4201-b62e-8c4167a903e9","year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.151747Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:db86e14d05a30caa5b11fe1cac6bb2ea91a419b511907b6fad57a4c3aa71c786","observation_id":"8f4a8848-7b56-49d3-b55b-95a092365b01","resolution":{"observed_at":"2026-08-07T12:11:29.218068Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:26.265402Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.265402Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:1ce1ac4362177a5d414950a91201e1127ce643309d4f7267ea08e90f7ba0adeb","observation_id":"f5a6e08c-5cc7-4af1-935c-857722472d85","resolution":{"observed_at":"2026-08-07T12:11:26.265402Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.09563","last_updated":"2024-12-12T18:48:51Z","snapshot_observed_at":"2026-08-06T04:46:00.354780Z","submitted_at":"2024-12-12T18:48:51Z","title":"Does Representation Matter? Exploring Intermediate Layers in Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.09563","snapshot_observed_at":"2026-08-07T12:11:26.356859Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.356859Z"},"links":{"cited_paper":"/paper/2412.09563","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:b1dedbfb5877d0aa2c8c6b940e8e936feef38c1e2169e35595d8c32a0d863a12","observation_id":"38a3f17b-1e7b-4750-8d14-2786b2ee0665","resolution":{"observed_at":"2026-08-07T12:11:26.356859Z","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":"2026-08-07T12:11:28.972756Z","title":null,"venue":null,"work_id":"056073e3-f189-440b-8801-4f1fd860e130","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.453483Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:831d47bd4e564240af08e0ee2e298e3ac3813e7c7541852a72a769c5e6aa396b","observation_id":"62883cd0-7ae4-425f-b6b1-41bfa2f401a0","resolution":{"observed_at":"2026-08-07T12:11:29.044054Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:26.528044Z","title":"Gomez, Lukasz Kaiser, and Illia Polosukhin","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.528044Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:ab0ebe4f4482d321bf0fe5b55e8d24f734086fa21160c710ce94c9a98331c52d","observation_id":"b4e00a99-41df-44ce-9fae-44865ab1083a","resolution":{"observed_at":"2026-08-07T12:11:26.528044Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:26.605638Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.605638Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:e92f922130ab8719a0e9ec85a6935bef6f89f243e34ee0a62d95138560d1fd94","observation_id":"c919a4db-382e-4fab-ba9d-6faf862c5880","resolution":{"observed_at":"2026-08-07T12:11:26.605638Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:26.703279Z","title":"Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.703279Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:a0ebb11ebe135cd643af4ee05b123a23842e99300bfb3d130729fac41d220170","observation_id":"46c92016-904c-41f3-be68-9ce8d54d399a","resolution":{"observed_at":"2026-08-07T12:11:26.703279Z","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":"2026-08-07T12:11:28.830394Z","title":null,"venue":null,"work_id":"4a8df956-3baf-4697-b7cb-d931e0f696a1","year":2025},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.823919Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:296da6cb9438ac9cc0ce5a57c59439a5e0016838350f7544dd172d5959cde69d","observation_id":"0360e514-9e13-46c8-86cb-0ab64ec251b3","resolution":{"observed_at":"2026-08-07T12:11:28.891040Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:28.717705Z","title":null,"venue":null,"work_id":"6a494ad1-e96f-477b-8c5d-a360cc2dd3f7","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:26.946585Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:78ca2936c47609298dc0d968542d60826d7f1c9650b2a6c351107cf4d2efd661","observation_id":"c0eef2e5-8ea1-4386-a1e6-15195a52d849","resolution":{"observed_at":"2026-08-07T12:11:28.764646Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:28.551084Z","title":null,"venue":null,"work_id":"204d51d4-acd7-4ada-b736-6d22409fae4a","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.048729Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:e523b2dd0fad36be1bb5762836198856a672eb520d5e98723d8e4239d9e9725d","observation_id":"01a3d995-d9d3-419c-a338-29968560f908","resolution":{"observed_at":"2026-08-07T12:11:28.632676Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:28.412027Z","title":"Martin, Michael W","venue":null,"work_id":"45f1bee7-27ab-4506-b2f4-67a5f4c3303b","year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.111571Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:da666c2c3c4f01d541a0dbe4f0181f9d9f9d9b3b2c01d69905a18c803633cf3c","observation_id":"9a3ccad2-d972-444c-91f4-057ddbd53f5a","resolution":{"observed_at":"2026-08-07T12:11:28.471182Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-07T12:11:28.262040Z","title":null,"venue":null,"work_id":"78c7f8f9-61df-4b30-8eb1-6eec37534a63","year":2024},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.191545Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:bad84ec174b4dd4b54a69baf428eafa60e6e7dbac3a780039f941422a9e3943e","observation_id":"848ca0ef-1daa-47f1-9815-b23755fc1057","resolution":{"observed_at":"2026-08-07T12:11:28.340351Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.01405","last_updated":"2025-03-03T06:14:14Z","snapshot_observed_at":"2026-07-06T16:26:38.284922Z","submitted_at":"2023-10-02T17:59:07Z","title":"Representation Engineering: A Top-Down Approach to AI Transparency","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.01405","snapshot_observed_at":"2026-08-07T12:11:27.282327Z","title":"Byun, Zifan Wang, Alex Mallen, Steven Basart, Sanmi Koyejo, Dawn Song, Matt Fredrikson, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.282327Z"},"links":{"cited_paper":"/paper/2310.01405","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:f031ca7dd21c3394b02b4f13d6650c91aea8cdb59fa32c1a469dc5a269af9c88","observation_id":"0c25df26-fc16-4bb5-b435-a949b4679db4","resolution":{"observed_at":"2026-08-07T12:11:27.282327Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.15043","last_updated":"2023-12-20T20:48:57Z","snapshot_observed_at":"2026-07-06T15:59:23.019044Z","submitted_at":"2023-07-27T17:49:12Z","title":"Universal and Transferable Adversarial Attacks on Aligned Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.15043","snapshot_observed_at":"2026-08-07T12:11:27.372116Z","title":"Zico Kolter, and Matt Fredrikson","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.372116Z"},"links":{"cited_paper":"/paper/2307.15043","citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:6f328cdd14964b5f370a7c7b4a264c24132f955ee33c4783bda9f3350ccf39f2","observation_id":"340d1b1a-2c71-48bc-988e-19e70cda2673","resolution":{"observed_at":"2026-08-07T12:11:27.372116Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:27.490832Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.490832Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:077bea18a8655c583c2daf70e93b3b431b112a0b5c6d1c5a0ae531685afd2478","observation_id":"332f5849-ad2d-407f-a189-435efc44a38f","resolution":{"observed_at":"2026-08-07T12:11:27.490832Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:11:27.564454Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models","version":2},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-07T12:11:27.564454Z"},"links":{"citing_paper":"/paper/2506.00382"},"observation_digest":"sha256:5755b1da598eb9de3eda514281e41c7e7153d10a69429c0f0d526be5293a73d6","observation_id":"8a23265d-3810-4ee0-a357-719dfff6cabe","resolution":{"observed_at":"2026-08-07T12:11:27.564454Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.00382","last_updated":"2025-06-04T18:25:14Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-07T12:04:31.665492Z","submitted_at":"2025-05-31T04:21:39Z","title":"Spectral Insights into Data-Oblivious Critical Layers in Large Language Models"},"reference_resolution":{"displayed":46,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":43,"verified_exact":0,"verified_fuzzy":3},"total_outbound_references":46},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2506.00382."}