{"as_of":"2026-08-14T16:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:609851b2af930eb41c0857e7e731d4ae1c6a681b2f6992761364d1a771d50fb0","coverage":[{"denominator":26,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":26,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T13:35:03.936208Z","state":"measured"},{"denominator":26,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":26,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+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/2608.09643/citation-record","integrity":"/paper/2608.09643/integrity","json":"/paper/2608.09643/citation-record.json","paper":"/paper/2608.09643"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"1610.01644","last_updated":"2018-11-22T23:40:00Z","snapshot_observed_at":"2026-08-09T22:50:03.459615Z","submitted_at":"2016-10-05T20:59:01Z","title":"Understanding intermediate layers using linear classifier probes","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1610.01644","snapshot_observed_at":"2026-08-11T13:35:03.828306Z","title":"and Bengio, Y","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.828306Z"},"links":{"cited_paper":"/paper/1610.01644","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:0936b00a851d50dfcdde5eba56d9c6a865af0ea0f372c11a6df15b910ac2d658","observation_id":"15744e1c-918e-40cb-b1a6-c1be9a887901","resolution":{"observed_at":"2026-08-11T13:35:03.828306Z","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":"2026-08-11T13:35:03.834164Z","title":"The adverse effects of code duplication in machine learning models of code","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.834164Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:c5313e563dddc34ac2c20e6308ab4ce919cce82f89dd1759b542dd2b60f2d4ff","observation_id":"d12b3c28-409c-45e2-885b-1c4bffdaa1a0","resolution":{"observed_at":"2026-08-11T13:35:03.834164Z","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":"2026-08-11T13:35:04.825681Z","title":"and Mitchell, T","venue":null,"work_id":"9b4e6e1e-ec6b-47d6-b769-5710d3328d27","year":2023},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.838771Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:04c71d3c283ec2ffcedcb5f79a866b6dd564884b8c3ceb0fde430bc6245ee3c6","observation_id":"b930ea0b-520f-4fe6-82a9-241504afedce","resolution":{"observed_at":"2026-08-11T13:35:04.830659Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+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":"2026-08-11T13:35:03.842777Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.842777Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:964b9aed10b1d49637d501a17181de7a82ade055cdb7c49c63331b2f081cc56d","observation_id":"2e90144a-64f1-4573-9213-9b154338b776","resolution":{"observed_at":"2026-08-11T13:35:03.842777Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.09433","last_updated":"2025-03-31T16:07:10Z","snapshot_observed_at":"2026-08-12T03:28:48.425738Z","submitted_at":"2025-03-12T14:30:05Z","title":"CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.09433","snapshot_observed_at":"2026-08-11T13:35:03.846982Z","title":"A., Horv \\'a t, K","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.846982Z"},"links":{"cited_paper":"/paper/2503.09433","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:21f40e30d3e07e6c405e50971cd12a81eeaab35ebd5aad2be73c541fae39d782","observation_id":"460bdda4-9842-4af5-95f6-5c2bfc4a758d","resolution":{"observed_at":"2026-08-11T13:35:03.846982Z","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":"2026-08-11T13:35:04.810073Z","title":"and Clark, J","venue":null,"work_id":"cf327036-6591-480e-bf86-497373135edb","year":2026},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.851638Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:d61196b249e7e2343230b7d3246147987283ed58711350c3db8567ccfadc1d52","observation_id":"ea8807be-6201-409a-8757-dcccd85f1ee0","resolution":{"observed_at":"2026-08-11T13:35:04.814881Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.14561","last_updated":"2025-04-01T16:04:53Z","snapshot_observed_at":"2026-08-12T23:19:13.103625Z","submitted_at":"2024-07-18T17:59:01Z","title":"NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.14561","snapshot_observed_at":"2026-08-11T13:35:03.856305Z","title":"R., Todd, E., Brinkmann, J., Juang, C., Pal, K., Rager, C., Mueller, A., Marks, S., Sharma, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.856305Z"},"links":{"cited_paper":"/paper/2407.14561","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:6a849fdc8a1dc36e5c3cccfc341fc77453e9f233172444f2624a71326374bbb4","observation_id":"3e65cca6-c3c9-4485-901d-ea86df4a3e74","resolution":{"observed_at":"2026-08-11T13:35:03.856305Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.02059","last_updated":"2025-02-06T15:17:46Z","snapshot_observed_at":"2026-08-13T05:58:26.354749Z","submitted_at":"2023-10-03T14:01:28Z","title":"Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.02059","snapshot_observed_at":"2026-08-11T13:35:03.860136Z","title":"Security weaknesses of Copilot -generated code in GitHub projects: An empirical study","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.860136Z"},"links":{"cited_paper":"/paper/2310.02059","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:3bf492a43ab30dd353e4f48d61412f6441693fff7db742c0ac662e38a72c49c3","observation_id":"e8a703fb-1ed9-4748-a764-fe27d6e6e62a","resolution":{"observed_at":"2026-08-11T13:35:03.860136Z","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":"2026-08-11T13:35:03.864214Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.864214Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:1c2bfbea5f88d87b45a18972d3864edcde34aba08c354df2abfc0d20a3585edc","observation_id":"e2ab2b32-289b-4b4b-9ec6-755d1c6d1793","resolution":{"observed_at":"2026-08-11T13:35:03.864214Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.14196","last_updated":"2024-01-26T09:23:11Z","snapshot_observed_at":"2026-08-06T22:40:28.707813Z","submitted_at":"2024-01-25T14:17:53Z","title":"DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.14196","snapshot_observed_at":"2026-08-11T13:35:03.868041Z","title":"K., Luo, F., Xiong, Y., and Liang, W","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.868041Z"},"links":{"cited_paper":"/paper/2401.14196","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:867a90b09ea99105ff14e9dde3828d582726e167f4048374f308e517241d9826","observation_id":"1096dac5-e02d-4cbe-91bd-c60ed68eb275","resolution":{"observed_at":"2026-08-11T13:35:03.868041Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.05319","last_updated":"2024-08-16T06:38:32Z","snapshot_observed_at":"2026-08-13T12:47:20.474744Z","submitted_at":"2023-02-10T15:28:55Z","title":"Large Language Models for Code: Security Hardening and Adversarial Testing","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.05319","snapshot_observed_at":"2026-08-11T13:35:03.872204Z","title":"and Vechev, M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.872204Z"},"links":{"cited_paper":"/paper/2302.05319","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:6c5e4874ed03eecc1c3d90ed8b26c6071b28cb46d501d26fa6394ecd716dcaae","observation_id":"483b6707-16ac-4c1d-9250-4e712591838a","resolution":{"observed_at":"2026-08-11T13:35:03.872204Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.12186","last_updated":"2024-11-12T13:24:25Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-09-18T17:57:57Z","title":"Qwen2.5-Coder Technical Report","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.12186","snapshot_observed_at":"2026-08-11T13:35:03.876432Z","title":"Qwen2.5-Coder technical report","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.876432Z"},"links":{"cited_paper":"/paper/2409.12186","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:9862f795976304b1aca6cd594a87a07d83ed9957fd87d567874b515734165256","observation_id":"73da4bd7-fec9-469c-aa0d-36534f4a9b00","resolution":{"observed_at":"2026-08-11T13:35:03.876432Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.24451","last_updated":"2025-05-30T10:37:14Z","snapshot_observed_at":"2026-08-11T11:37:44.018976Z","submitted_at":"2025-05-30T10:37:14Z","title":"LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs","version":1},"cited_work":{"arxiv_id":"2505.24451","doi":null,"metadata_source":"pith","pith_arxiv_id":"2505.24451","snapshot_observed_at":"2026-08-11T13:35:04.303041Z","title":"LPASS: Linear Probes as Stepping Stones for vulnerability detection using compressed LLMs","venue":"cs.CR","work_id":"14101bc2-a68f-4303-99fd-32a08bab08c0","year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.880633Z"},"links":{"cited_paper":"/paper/2505.24451","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:291b5db786ecb6d145156ee982143360897bd1f4946398430cfca928b0da9b26","observation_id":"a589f3cd-2a16-47cc-8619-65b3c314515b","resolution":{"observed_at":"2026-08-11T13:35:04.309785Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.06180","last_updated":"2023-09-12T12:50:04Z","snapshot_observed_at":"2026-08-02T09:51:08.145755Z","submitted_at":"2023-09-12T12:50:04Z","title":"Efficient Memory Management for Large Language Model Serving with PagedAttention","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.06180","snapshot_observed_at":"2026-08-11T13:35:03.885101Z","title":"H., Gonzalez, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.885101Z"},"links":{"cited_paper":"/paper/2309.06180","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:e2485c3c48f655602a62f2372fcdfc288ba3bb252f6ffd74e4dd2c15adca0888","observation_id":"2db85f5f-f87b-4be1-90ee-71bc10809336","resolution":{"observed_at":"2026-08-11T13:35:03.885101Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.06824","last_updated":"2024-08-19T01:18:41Z","snapshot_observed_at":"2026-07-06T16:30:37.867641Z","submitted_at":"2023-10-10T17:54:39Z","title":"The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.06824","snapshot_observed_at":"2026-08-11T13:35:03.889243Z","title":"and Tegmark, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.889243Z"},"links":{"cited_paper":"/paper/2310.06824","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:805109d392b5a76832f57a2b700c700fab4036dd09a2cff48a89768fc89195e0","observation_id":"cdb4ec12-a312-489e-ad57-ba12f4586b52","resolution":{"observed_at":"2026-08-11T13:35:03.889243Z","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":"2026-08-11T13:35:03.893805Z","title":"S., and Krasheninnikov, D","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.893805Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:3521f7b473912f83179a2dfd926ac9b5979cecdd8c7b147796a893742a81323e","observation_id":"9cbaa358-83d7-48a0-8a2f-dec662527d91","resolution":{"observed_at":"2026-08-11T13:35:03.893805Z","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":"2026-08-11T13:35:04.795867Z","title":"Devstral-Small-2505 , May 2025","venue":null,"work_id":"13909079-2dde-4aa7-b2fb-82790d7aea8a","year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.897888Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:cf7f8fa815974952c399cd22ccd8f9ca77c4c8c38985249d7bfe0f935f2f8677","observation_id":"8cf4094e-0721-4ba4-b8ed-e0706faed3bb","resolution":{"observed_at":"2026-08-11T13:35:04.800578Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.02707","last_updated":"2025-05-18T11:18:56Z","snapshot_observed_at":"2026-08-13T04:53:43.321583Z","submitted_at":"2024-10-03T17:31:31Z","title":"LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.02707","snapshot_observed_at":"2026-08-11T13:35:03.901959Z","title":"LLMs know more than they show: On the intrinsic representation of LLM hallucinations","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.901959Z"},"links":{"cited_paper":"/paper/2410.02707","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:e4af4bd63a7c5da928ee4f84a365fe64a0641ad0b0f00087c3b201630a78da7a","observation_id":"7a0f5148-5024-4413-9890-64c11173dc85","resolution":{"observed_at":"2026-08-11T13:35:03.901959Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1912.01703","last_updated":"2019-12-03T22:06:05Z","snapshot_observed_at":"2026-07-06T08:41:49.632205Z","submitted_at":"2019-12-03T22:06:05Z","title":"PyTorch: An Imperative Style, High-Performance Deep Learning Library","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.01703","snapshot_observed_at":"2026-08-11T13:35:03.906984Z","title":"PyTorch : An imperative style, high-performance deep learning library","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.906984Z"},"links":{"cited_paper":"/paper/1912.01703","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:fdb70302488550575bc85b3b6859f5a1bf288f2211bce9d99adf4c1b03c062ee","observation_id":"3faab206-014c-4b31-93c0-489edea5e8d9","resolution":{"observed_at":"2026-08-11T13:35:03.906984Z","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":"2026-08-11T13:35:04.781960Z","title":"Scikit-learn: Machine learning in P ython","venue":null,"work_id":"cf87ae54-326c-4219-9584-59fc09bf3c91","year":2011},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.911328Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:54d1dcb11fd9cc0c265726916cf3fd64b0ce50b389a63307e47822e7612b66af","observation_id":"30a2c9e5-5f2d-472b-9b91-aa96e3c50b17","resolution":{"observed_at":"2026-08-11T13:35:04.786428Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+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":"2026-08-11T13:35:04.769497Z","title":"Y C ombinator startups are fastest growing, most profitable in fund history because of AI","venue":null,"work_id":"3671578a-57b9-4083-8c11-41a27dc9a142","year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.915709Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:ee1294f83987c918a57da7cabab4348a5abdd011520083457570b156df9db1be","observation_id":"de3c7b13-caa9-4414-9ebd-e8b9811735f0","resolution":{"observed_at":"2026-08-11T13:35:04.773380Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.12575","last_updated":"2024-07-24T07:49:14Z","snapshot_observed_at":"2026-08-13T04:58:10.634748Z","submitted_at":"2023-12-19T20:19:43Z","title":"LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.12575","snapshot_observed_at":"2026-08-11T13:35:03.919947Z","title":"LLMs cannot reliably identify and reason about security vulnerabilities (yet?): A comprehensive evaluation, framework, and benchmarks","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.919947Z"},"links":{"cited_paper":"/paper/2312.12575","citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:0d961bd6c0aa922d1e346a8fe5a528fc730671faa09f7daaf37c891c56e8c82d","observation_id":"9bb6f895-ca7d-4ae9-876e-c048d34df059","resolution":{"observed_at":"2026-08-11T13:35:03.919947Z","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":"2026-08-11T13:35:03.924038Z","title":"E., Haberland, M., Reddy, T., Cournapeau, D., et al","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.924038Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:2db2b60ece5f17f8f5c8b5d4e7d7962477d9b345a319db09789e81925a97c0e3","observation_id":"f5a18c87-2e04-4716-8f60-8e822cf0561d","resolution":{"observed_at":"2026-08-11T13:35:03.924038Z","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":"2026-08-11T13:35:03.928683Z","title":"AI code in the wild: Measuring security risks and ecosystem shifts of AI -generated code in modern software","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.928683Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:3ce16fa5fed7bf4c5733c6b63ccaed78c35f2c40d2778d991d9b63a9908e9eba","observation_id":"70a4b5e5-c510-4272-b110-42b034147149","resolution":{"observed_at":"2026-08-11T13:35:03.928683Z","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":"2026-08-11T13:35:03.932436Z","title":"PATCHEVAL : A new benchmark for evaluating LLM s on patching real-world vulnerabilities","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.932436Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:705067d83e6bedf1c7b690c37272bf1b5de8ac6a0f928ffec6475dab0a4d2dc6","observation_id":"018846f8-3aeb-4998-a199-62f808af065a","resolution":{"observed_at":"2026-08-11T13:35:03.932436Z","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":"2026-08-11T13:35:04.755929Z","title":"Transformers: State-of-the-art natural language processing","venue":null,"work_id":"3a87a6ae-c9ed-4b4c-a8ec-08f8fdeeb5a5","year":2020},"citing_paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T13:35:03.936208Z"},"links":{"citing_paper":"/paper/2608.09643"},"observation_digest":"sha256:7b5a88f42383a97b5801af5927277d283ca7a7d53944ae41e9e9a8c7919053f1","observation_id":"df054832-c3a4-492a-b67a-0ee4a999846e","resolution":{"observed_at":"2026-08-11T13:35:04.760666Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.09643","last_updated":"2026-08-10T14:22:46Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-14T10:31:04.046157Z","submitted_at":"2026-08-10T14:22:46Z","title":"Activation Probes Surface Code-Security Signals that the Model's Output Misses"},"reference_resolution":{"displayed":26,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":19,"verified_exact":1,"verified_fuzzy":6},"total_outbound_references":26},"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":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 14 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2608.09643."}