Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T14:19:44.695462Z
Paper Citation Record · LEDGER
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
As of 10 August 2026, this Paper Citation Record lists 100 of 115 outbound references and 78 inbound Pith citation observations for arXiv:2507.11473.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:51:52.127591Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
100 of 115 outbound references displayed
- verified exact11
- verified fuzzy78
- unresolved3
- parse uncertain2
- malformed identifier0
- metadata mismatch6
External citation measurements
2
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 2aef35ed-b3ff-4c9d-b1be-a76fbcb70bc4 · outbound
This paper cites AI safety via debate.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety AI safety via debate
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T14:19:44.804131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b047c66-e8e2-47bc-b8b6-0be905068fce · outbound
This paper cites Fine-Tuning Language Models from Human Preferences.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Fine-Tuning Language Models from Human Preferences
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T14:19:44.783757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e6636576-0880-48bc-b5be-d61325ee222a · outbound
This paper cites 2024 , howpublished=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , howpublished=
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.988055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3b158cbf-28f4-4ac2-bf11-16c27e367374 · outbound
This paper cites The Checklist: What Succeeding at.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety The Checklist: What Succeeding at
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.989804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4b9e95c8-ae1f-4e1e-94b4-af488562dd9c · outbound
This paper cites Scheming AIs: Will AIs fake alignment during training in order to get power?.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Scheming AIs: Will AIs fake alignment during training in order to get power?
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.780078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e0c65d65-7d6e-4db3-931d-12fa2e3007d9 · outbound
This paper cites and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik , journal=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik , journal=
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.991922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f3743c47-da26-417b-b5d8-d29dd48572d7 · outbound
This paper cites an unresolved cited work.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T14:19:44.993921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9efc77cf-7478-4b84-810b-75157149f0e5 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.995965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 825d166f-3522-47b3-818c-c6ec0fc90406 · outbound
This paper cites Safety cases for frontier AI.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety cases for frontier AI
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.788052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 568afe59-59a8-4d94-b118-19056f047797 · outbound
This paper cites Safety Cases: How to Justify the Safety of Advanced AI Systems.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety Cases: How to Justify the Safety of Advanced AI Systems
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.738859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 50cb30c1-7088-4f5b-ace4-a84181c42154 · outbound
This paper cites Safety cases at.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety cases at
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.997695Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation efff4b1f-3d17-4b9c-9bf1-457596ed7d9b · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.999449Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6268b255-31c4-458d-bb0a-a812173d80d6 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.001359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ec62a315-c042-449e-9333-a533529262ee · outbound
This paper cites and Lucas, Caleb and Guest, Ella , year=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Lucas, Caleb and Guest, Ella , year=
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.003856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3e975ea1-46f7-4dd6-b3cf-7ad09b292068 · outbound
This paper cites 2024 , howpublished=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , howpublished=
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.006090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7c1b270f-5ff4-4c15-921c-5ec82e65f3ff · outbound
This paper cites an unresolved cited work.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T14:19:45.007928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ee9fc45e-13c5-40df-9051-bd978a2f9fbd · outbound
This paper cites 2007 , institution=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2007 , institution=
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.009660Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 731272a7-e51c-4346-a0d6-9b9f4d872278 · outbound
This paper cites Managing extreme.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Managing extreme
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.011718Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 37f5c1e9-5c7c-49e8-8fec-c1c26b191dad · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.013409Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8f092750-c822-4864-b6c9-1925435fd126 · outbound
This paper cites Safety and Reliability , volume=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety and Reliability , volume=
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.015153Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 488b22dc-180f-4ad0-922c-132093072637 · outbound
This paper cites SPE Asia Pacific Oil and Gas Conference and Exhibition , year=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety SPE Asia Pacific Oil and Gas Conference and Exhibition , year=
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.017112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5cc610a-52d3-43ab-b84a-76af7a08b6e6 · outbound
This paper cites Safety Science , volume=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety Science , volume=
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:45.018894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6351afb8-c122-4ead-adc4-394d993631a1 · outbound
This paper cites Safety Science , volume=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety Science , volume=
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.806657Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f7aeffe1-2e71-4fac-8bae-a45f34e4f3a8 · outbound
This paper cites Foundations of Computer Software , pages=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Foundations of Computer Software , pages=
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.809216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7d127e1d-0a79-4c4f-9c35-270233d74633 · outbound
This paper cites Safety Science , volume=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety Science , volume=
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.811558Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 34f5d9af-0338-403c-8696-fde5b488e3e6 · outbound
This paper cites Safety case template for frontier AI: A cyber inability argument.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Safety case template for frontier AI: A cyber inability argument
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.792729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2196496e-8316-41b8-959c-d7264084d7d4 · outbound
This paper cites Towards evaluations-based safety cases for AI scheming.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Towards evaluations-based safety cases for AI scheming
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.800220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c02eb5d5-ec65-4923-8ca2-e87387523acb · outbound
This paper cites booktitle=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety booktitle=
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.813756Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7eca4a44-634e-4288-828e-ad2fcd68d077 · outbound
This paper cites RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts
Reference 29
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-20T14:19:44.776446Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d9c04503-1bf6-4a8b-8ca8-efe930d06bd4 · outbound
This paper cites Shell Games: Control Protocols for Adversarial.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Shell Games: Control Protocols for Adversarial
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.816032Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0e5567ae-1564-44ca-ab85-54cab6c5f213 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.818066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f97d2b4b-521b-43a4-b985-6cc7b72d6e90 · outbound
This paper cites 2023 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , eprint=
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.820445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 64a08022-20a5-4d68-9b28-4567c931f117 · outbound
This paper cites 2023 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , eprint=
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.822800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a6f60f66-1770-4004-92d4-9139ea957be1 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.825016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1b60cc92-d048-47d8-a052-341217d6a80d · outbound
This paper cites 2018 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2018 , eprint=
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.827273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6ff7940f-0a24-4028-99df-701ba6085d86 · outbound
This paper cites and Phang, Jason and Bowman, Samuel R.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Phang, Jason and Bowman, Samuel R
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.829537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 88f66590-9c8d-4b7d-8c27-e0fa8229c420 · outbound
This paper cites 2020 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2020 , eprint=
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.831791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c042567e-c29b-4bc9-86be-498a8ac4b15b · outbound
This paper cites 2022 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2022 , eprint=
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.834280Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ff5ed61d-215a-4d42-aa28-6372369c8de6 · outbound
This paper cites an unresolved cited work.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Unresolved cited work
Reference 39
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-20T14:19:44.836641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c749b60a-efe5-402b-bf40-8ef3c84b06a2 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.838685Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e5fdb9a6-96ee-4b6c-a491-f98581034778 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.840703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 16eb96b6-2ddd-4c88-9dc0-e88542b15e8c · outbound
This paper cites 2024 , note=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , note=
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.842808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 615e9e43-3fdf-447d-ae62-bbb75929e08a · outbound
This paper cites On the Choice of Loss Function in Learning-based Optimal Power Flow.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety On the Choice of Loss Function in Learning-based Optimal Power Flow
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.742672Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d82d28eb-19e1-4866-b18f-23d8360e1bd6 · outbound
This paper cites LLM Critics Help Catch LLM Bugs.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety LLM Critics Help Catch LLM Bugs
Reference 44
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-20T14:19:44.746613Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1bf448f2-6dcd-4830-905a-704b7d8ece0f · outbound
This paper cites Preventing Language Models From Hiding Their Reasoning.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Preventing Language Models From Hiding Their Reasoning
Reference 45
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.761298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 152d93e8-2efa-42b0-bd22-5bf803dc541f · outbound
This paper cites Games for AI Control: Models of Safety Evaluations of AI Deployment Protocols.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Games for AI Control: Models of Safety Evaluations of AI Deployment Protocols
Reference 46
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T14:19:44.765406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 843fbaf1-6657-4a52-aa54-6c50da9bbb74 · outbound
This paper cites Risk thresholds for frontier AI.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Risk thresholds for frontier AI
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.772240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ee3c1419-8552-484a-889c-4175ae6720e2 · outbound
This paper cites A basic systems architecture for.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety A basic systems architecture for
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.844717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 32a09101-1490-40d9-a4e3-92bec89ca4f8 · outbound
This paper cites Three Sketches of.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Three Sketches of
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.846608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9ccf0494-3037-42b2-b7c5-dc92560dfbc0 · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.848747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2d69419d-2e8e-49e0-a240-240ca7e18664 · outbound
This paper cites and Thomas, John P.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Thomas, John P
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.850556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b224a236-2fca-498c-a067-20668f432e53 · outbound
This paper cites Failure Mode and Effects Analysis (.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Failure Mode and Effects Analysis (
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.853294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b5ae26a7-c9db-42c2-ad9f-c81fbf261b9c · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.855452Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7f9f0fe9-2767-4f8e-a04b-f6c57b10193f · outbound
This paper cites 2025 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , month=
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.857705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ff161714-8109-488e-83ce-718457c7b30e · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.859825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fe62e661-360b-4116-ab92-3a0208eba227 · outbound
This paper cites Building Blocks for Assurance Cases , year=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Building Blocks for Assurance Cases , year=
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.862536Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 73b49422-0a3f-4e68-9ad6-84527748bd9b · outbound
This paper cites Thoughts on the conservative assumptions in.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Thoughts on the conservative assumptions in
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.864684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 623c5053-6f99-45c4-89ed-81e743051059 · outbound
This paper cites 2023 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , eprint=
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.866896Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1aa6499-97b0-4b0a-af9b-ec8edbaff01e · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.869029Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b39906e4-ced2-4f77-bb60-2862e6b91dff · outbound
This paper cites 2023 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , month=
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.872273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6107eaf7-753d-4ff6-801b-e4dce07f1d84 · outbound
This paper cites Me, Myself, and.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Me, Myself, and
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.874443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 48285e7b-bd2b-4617-886f-846adcb68f20 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.876786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3f829c75-f151-4d60-9cae-5fc3f29481a8 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.878845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bdc9b807-0b7a-44d4-9c08-aae334363185 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.881300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4980c193-45f4-43f7-8e94-584de216fc53 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.883579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 86689f15-1f61-4b6b-b69c-1b81933b5801 · outbound
This paper cites The AI Agent Index.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety The AI Agent Index
Reference 66
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.732817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6756eed0-be02-4a1a-9159-f00ed8b3799f · outbound
This paper cites 2024 , eprint =.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint =
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.885465Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation df00cfca-3f4c-405b-a1c4-0ead86431c57 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.887411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b895fe83-923b-4400-854c-079c47c17e40 · outbound
This paper cites 2021 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2021 , month=
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.890070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 487f6696-aff3-47ac-88c6-9d9503abc0a2 · outbound
This paper cites Recursively Summarizing Books with Human Feedback.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Recursively Summarizing Books with Human Feedback
Reference 70
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T14:19:44.750729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 61ba18f2-0447-455e-a6ff-50664e8f0a02 · outbound
This paper cites Self-critiquing models for assisting human evaluators.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Self-critiquing models for assisting human evaluators
Reference 71
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T14:19:44.756323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 423fa106-fc10-4c3f-a54f-eebcdbf11d74 · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.891977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f4ed779-0a44-4586-9309-7d92fed9bb5f · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.893792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 54f92d21-0e0e-4fa9-86dd-d37ccbf120c2 · outbound
This paper cites Addressing Intersectionality, Explainability, and Ethics in AI-Driven Diagnostics: A Rebuttal and Call for Transdiciplinary Action.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Addressing Intersectionality, Explainability, and Ethics in AI-Driven Diagnostics: A Rebuttal and Call for Transdiciplinary Action
Reference 74
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:44.769076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 023cb5db-ea80-4949-8960-5785c631f2de · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.895600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e5687d1e-9838-461b-900b-557f6a2fec31 · outbound
This paper cites an unresolved cited work.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T14:19:44.897581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b67597c1-38a9-4258-8a93-94026ae6741d · outbound
This paper cites 2025 , url=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , url=
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.899841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6c4ae0ef-39a5-44d9-8d0a-f92ff6b43301 · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.901601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a3fc8fe2-b381-435b-934f-c5e10389cfb7 · outbound
This paper cites 2022 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2022 , eprint=
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.903852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5ea2be2e-aa31-48dd-aadc-d09ee026e439 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.905837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 58bd8690-7d8f-4611-a994-fa334720aa68 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.916693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3cf9ad6b-1eff-4357-87b6-3ee948a39a27 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.920221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8206dfdc-6dc5-4fbd-8801-6a61e59b0a14 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.922089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b72d09b3-8246-4acf-a79e-ea6d3a9350af · outbound
This paper cites 2024 , month=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , month=
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.924069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 48188bf6-2ad8-4be5-b97e-e3653d1e8b95 · outbound
This paper cites 2021 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2021 , eprint=
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.926105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fc300d9d-a94b-4e6f-ae8f-1dda55e9ef17 · outbound
This paper cites Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.928585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8134b1c4-b6a4-478d-9e30-ab8f2d27cc42 · outbound
This paper cites and Le, Quoc V.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Le, Quoc V
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.930843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d0be5f31-bced-47d5-897e-3b11e907b8b5 · outbound
This paper cites 2024 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2024 , eprint=
Reference 88
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-20T14:19:44.932612Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6f5df163-a52c-49fd-9a37-8523eef62f0b · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.934415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2fd4b8c1-f163-4a44-a2a6-f8db66c4edf9 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.936652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b351967e-fd15-438a-8b08-e513e244ef66 · outbound
This paper cites 2023 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , eprint=
Reference 91
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.939246Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 30e1b8bc-505a-4061-944e-50b00b067e22 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.941389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ba526406-09d2-42a3-b9b3-2e4737cf43dd · outbound
This paper cites 2020 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2020 , eprint=
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.943184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7de6f035-0da8-46a8-ad46-8621a0989731 · outbound
This paper cites On reinforcement learning and distribution matching for fine-tuning language models with no catastrophic forgetting , year =.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety On reinforcement learning and distribution matching for fine-tuning language models with no catastrophic forgetting , year =
Reference 94
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.945543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b1921201-fc9f-463a-ae88-13e326e4900d · outbound
This paper cites and Kaiser.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety and Kaiser
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.947887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f70f8a8c-74de-4f37-a9ee-4c0c7f4693c8 · outbound
This paper cites The Twelfth International Conference on Learning Representations , year=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety The Twelfth International Conference on Learning Representations , year=
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.950471Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b1e8f52-0c73-4f13-a76a-665fe920ca87 · outbound
This paper cites 2025 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2025 , eprint=
Reference 97
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.952251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8adbb5f1-9fd1-47e4-a853-b4040b903b28 · outbound
This paper cites Transactions on Machine Learning Research , issn=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety Transactions on Machine Learning Research , issn=
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.954585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0a41f282-d53e-4a10-80d7-7e7cf3ec791b · outbound
This paper cites 2022 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2022 , eprint=
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.956959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 700e32f5-8d98-4544-bc4e-18fd5bb49cf9 · outbound
This paper cites 2023 , eprint=.
Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety 2023 , eprint=
Reference 100
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T14:19:44.959006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation 542fb94c-7c11-436d-acc8-29d26a4fea0b · inbound
Reliable Weak-to-Strong Monitoring of LLM Agents cites this paper.
Reliable Weak-to-Strong Monitoring of LLM Agents Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:53:51.319268Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7df2a5da-d825-428d-a547-9e820323b24d · inbound
Reasoning Language Model for Personalized Lung Cancer Screening cites this paper.
Reasoning Language Model for Personalized Lung Cancer Screening Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T00:06:41.352727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26c31bba-7c20-4d2b-b948-809a6de4f633 · inbound
\texttt{R$^\textbf{2}$AI}: Towards Resistant and Resilient AI in an Evolving World cites this paper.
\texttt{R$^\textbf{2}$AI}: Towards Resistant and Resilient AI in an Evolving World Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T23:10:46.316066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6270b95f-84e8-4a4b-bf6d-e438de84b155 · inbound
Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data cites this paper.
Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T22:05:41.485914Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8345d0bc-ee95-4be4-ad50-38bd4b3d3d22 · inbound
SafeSearch: Automated Red-Teaming of LLM-Based Search Agents cites this paper.
SafeSearch: Automated Red-Teaming of LLM-Based Search Agents Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T14:43:50.532615Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9fe0967-cfc4-4a39-805b-4b68c40615c7 · inbound
RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation cites this paper.
RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T10:20:20.487943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01c74dc6-7c76-4cf3-a8cd-350684d2cd0a · inbound
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought cites this paper.
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5c07aa8-1ca4-470b-8bbd-dbedad43250f · inbound
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought cites this paper.
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T07:43:10.083400Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f32fefd-b237-4492-b6a0-3bed6e38926b · inbound
Scaling Latent Reasoning via Looped Language Models cites this paper.
Scaling Latent Reasoning via Looped Language Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 76
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 63be8710-ddea-48c0-bb7a-fcb08eb1ec48 · inbound
Scaling Latent Reasoning via Looped Language Models cites this paper.
Scaling Latent Reasoning via Looped Language Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T07:31:49.234854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25498b6d-158d-469e-9e1e-a938e42aead3 · inbound
OpenAI GPT-5 System Card cites this paper.
OpenAI GPT-5 System Card Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8e235981-f841-4242-9ad2-48d22f97dc1e · inbound
Legal Alignment for Safe and Ethical AI cites this paper.
Legal Alignment for Safe and Ethical AI Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 2027
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:10:01.515778Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89d4ddf9-bc13-4cc1-a565-b1934746b98a · inbound
Diagnosing Pathological Chain-of-Thought in Reasoning Models cites this paper.
Diagnosing Pathological Chain-of-Thought in Reasoning Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:26:30.279570Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 024bf749-cdf2-417c-b718-5b33e39aa676 · inbound
NEST: Nascent Encoded Steganographic Thoughts cites this paper.
NEST: Nascent Encoded Steganographic Thoughts Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:21:33.388146Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 501d69b7-4613-4601-a539-90ba11857e13 · inbound
A Decision-Theoretic Formalisation of Steganography With Applications to LLM Monitoring cites this paper.
A Decision-Theoretic Formalisation of Steganography With Applications to LLM Monitoring Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation be144ec8-1e94-4630-aed8-4f7b8f324801 · inbound
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 95
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eed55445-795f-48ad-b3d8-581e86d0b76f · inbound
Are Latent Reasoning Models Easily Interpretable? cites this paper.
Are Latent Reasoning Models Easily Interpretable? Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c7263dc6-26d3-40dc-9e8d-ea22def1584d · inbound
The Depth Ceiling: On the Limits of Large Language Models in Discovering Latent Planning cites this paper.
The Depth Ceiling: On the Limits of Large Language Models in Discovering Latent Planning Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a740188-0dcb-4af5-970b-47487c67f185 · inbound
SafetyALFRED: Evaluating Safety-Conscious Planning of Multimodal Large Language Models cites this paper.
SafetyALFRED: Evaluating Safety-Conscious Planning of Multimodal Large Language Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b8696292-6404-4fc7-afe1-1e8abb7361bd · inbound
Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought cites this paper.
Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f95ebe2e-a79f-4368-ac1d-f5ae071ba116 · inbound
Architecture Determines Observability of Transformers cites this paper.
Architecture Determines Observability of Transformers Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8cede5f7-b7d7-4710-87e2-d88626198d4a · inbound
Architecture Determines Observability of Transformers cites this paper.
Architecture Determines Observability of Transformers Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 63d30539-b1c1-402f-bfb6-29b542e6691c · inbound
Compared to What? Baselines and Metrics for Counterfactual Prompting cites this paper.
Compared to What? Baselines and Metrics for Counterfactual Prompting Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d820622e-aa7b-4b3a-8e4f-9666deca004b · inbound
The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure cites this paper.
The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2490a3cc-d123-489f-bec7-92cad2b0bfcf · inbound
The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure cites this paper.
The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 00545680-df47-4709-8e81-3799ff98586f · inbound
Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering cites this paper.
Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0134727d-24c8-424a-b670-97131fac9c86 · inbound
LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversight cites this paper.
LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversight Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e1c5ed0f-2d8c-46c5-9d09-eea15040da4b · inbound
When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel cites this paper.
When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bc9f9a25-82dc-4095-b9c5-322d5d6ad964 · inbound
Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack cites this paper.
Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e13d0afc-8695-4b05-8cdf-d0fb47c0359b · inbound
LiSA: Lifelong Safety Adaptation via Conservative Policy Induction cites this paper.
LiSA: Lifelong Safety Adaptation via Conservative Policy Induction Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 44
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 272007fa-eb74-46fd-8cdd-a94a49ce4c62 · inbound
From Sycophantic Consensus to Pluralistic Repair: Why AI Alignment Must Surface Disagreement cites this paper.
From Sycophantic Consensus to Pluralistic Repair: Why AI Alignment Must Surface Disagreement Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T20:35:03.004285Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c24e72bb-0c14-4a8e-a3c0-b7411ae3e6ab · inbound
Ensemble Monitoring for AI Control: Diverse Signals Outweigh More Compute cites this paper.
Ensemble Monitoring for AI Control: Diverse Signals Outweigh More Compute Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T20:13:43.316688Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7ad951b6-2b0b-4be3-b4c1-4fbc3a54de08 · inbound
Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems cites this paper.
Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 60
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T17:28:47.996777Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 313333b7-bf8a-4a27-ae83-577dc5a48e56 · inbound
PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media cites this paper.
PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4541e96e-4c36-4095-a05e-9b7643342e95 · inbound
Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models cites this paper.
Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 42343de3-3760-45aa-8e91-63138567d29e · inbound
Monitoring the Internal Monologue: Probe Trajectories Reveal Reasoning Dynamics cites this paper.
Monitoring the Internal Monologue: Probe Trajectories Reveal Reasoning Dynamics Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 56c523a7-1443-4857-9bf8-53c9e8d34f88 · inbound
Counterfactual Likelihood Tests for Indirect Influence in Private Reasoning Channels cites this paper.
Counterfactual Likelihood Tests for Indirect Influence in Private Reasoning Channels Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T14:19:45.019656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 42a5fc82-e545-48fc-a3be-77c90db11f7b · inbound
On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective cites this paper.
On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T05:13:58.661889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2fefb117-0c87-4a23-8681-b86e8b170323 · inbound
The Readout Shortcut: Positional Number Copying Dominates Arithmetic CoT Readout in Small Language Models cites this paper.
The Readout Shortcut: Positional Number Copying Dominates Arithmetic CoT Readout in Small Language Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T06:30:25.605167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0c422f65-466f-4de3-ab00-a792993675ab · inbound
No Certificate, No Execution: Certified Traces as a Foundation for Trustworthy AI Agents cites this paper.
No Certificate, No Execution: Certified Traces as a Foundation for Trustworthy AI Agents Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T12:34:38.971438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0d47f1bb-2106-4b33-ba7f-b634204078eb · inbound
Faithfulness Metrics Don't Measure Faithfulness: A Meta-Evaluation with Ground Truth cites this paper.
Faithfulness Metrics Don't Measure Faithfulness: A Meta-Evaluation with Ground Truth Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T12:04:39.017442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5f3c2b89-1ea8-4631-b873-17443aa63a70 · inbound
CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning cites this paper.
CORE: Contrastive Reflection Enables Rapid Improvements in Reasoning Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T11:53:23.838406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9533fabc-59a2-494c-8636-d57885408967 · inbound
ReasonOps: Operator Segmentation for LLM Reasoning Traces cites this paper.
ReasonOps: Operator Segmentation for LLM Reasoning Traces Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T08:13:15.914008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a8d0b19b-5204-441b-ba74-3a9b740f2dfb · inbound
Think Fast: Estimating No-CoT Task-Completion Time Horizons of Frontier AI Models cites this paper.
Think Fast: Estimating No-CoT Task-Completion Time Horizons of Frontier AI Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T17:07:13.017238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dc8a9399-7603-4b36-b853-7ac4a847fbcf · inbound
Think Fast: Estimating No-CoT Task-Completion Time Horizons of Frontier AI Models cites this paper.
Think Fast: Estimating No-CoT Task-Completion Time Horizons of Frontier AI Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T05:53:08.786506Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d9b1ef5e-4f70-4b76-8495-a0d0b40be888 · inbound
Sycophancy Towards Researchers Drives Performative Misalignment cites this paper.
Sycophancy Towards Researchers Drives Performative Misalignment Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 62
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T22:27:26.211572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 48ec688a-a5cc-42f0-a504-05e311b68ee3 · inbound
A Note on the Strategic Confinement Problem cites this paper.
A Note on the Strategic Confinement Problem Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-06-27T17:31:06.808576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1c22a08a-e98b-46fa-90c8-abb472bd2ad5 · inbound
The Distributed Detectability Band Against Marginal-Preserving Attacks cites this paper.
The Distributed Detectability Band Against Marginal-Preserving Attacks Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T05:57:41.866414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 38c0b967-0b4c-4ea7-bdb0-ab921b64b788 · inbound
The Arbiter Agent: Continually Monitoring Multi-Agent Conversations to Detect Emergent Misalignment cites this paper.
The Arbiter Agent: Continually Monitoring Multi-Agent Conversations to Detect Emergent Misalignment Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-06-27T13:30:56.614999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3eecd365-6f83-4a9b-9d61-2854cab0eb6a · inbound
Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models cites this paper.
Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 46
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T11:18:03.821668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 56f6f921-80cb-4205-9a06-c20b67647b62 · inbound
Decoding Hidden Deception in Reasoning LLMs: Activation Explainers for Deception Auditing cites this paper.
Decoding Hidden Deception in Reasoning LLMs: Activation Explainers for Deception Auditing Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T20:18:56.656841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c822910c-de5b-4e92-80a4-93e3150ad721 · inbound
How Transparent is DiffusionGemma? cites this paper.
How Transparent is DiffusionGemma? Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 19
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T03:09:29.706294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5bc94bd1-c13a-4a51-9dda-e6243a7d5e45 · inbound
Reinforcement Learning Towards Broadly and Persistently Beneficial Models cites this paper.
Reinforcement Learning Towards Broadly and Persistently Beneficial Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T11:39:46.771704Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 419cd2fb-efd0-444c-8e98-3f32e0810863 · inbound
Radical AI Interpretability cites this paper.
Radical AI Interpretability Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 64
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T13:09:51.070994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2165b35c-e23b-4005-acf9-c3f861bbce40 · inbound
Tool Use Enables Undetectable Steganography in Multi-Agent LLM Systems cites this paper.
Tool Use Enables Undetectable Steganography in Multi-Agent LLM Systems Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T16:15:50.102892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5027a41d-c9c5-4cd7-a106-81d19138bc75 · inbound
Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression cites this paper.
Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T06:44:18.726440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 58f7a6e6-5852-4328-9c08-2e6ea1b24c7d · inbound
Introspective Coupling: Self-Explanation Training Tracks Behavioral Change Despite Fixed Supervision cites this paper.
Introspective Coupling: Self-Explanation Training Tracks Behavioral Change Despite Fixed Supervision Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T10:35:42.791677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0b1f7055-17d5-4225-b04d-ed5ec15c0ebc · inbound
Conversable Complexity: Agentic LLM Collectives as Interpretable Substrates cites this paper.
Conversable Complexity: Agentic LLM Collectives as Interpretable Substrates Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 89
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T12:46:56.198325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e2e6535b-bda1-4760-91a8-2638e341c5b3 · inbound
Geometric Signatures of Reasoning: A Spectral Perspective on Task Hardness cites this paper.
Geometric Signatures of Reasoning: A Spectral Perspective on Task Hardness Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 40
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T17:38:43.202586Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d86fa7b3-9659-458f-b319-16261d1d91b1 · inbound
Online Safety Monitoring for LLMs cites this paper.
Online Safety Monitoring for LLMs Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T12:58:07.490637Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a45c86ca-3278-4a1a-8fff-70ec459ee952 · inbound
Distributed Attacks in Persistent-State AI Control cites this paper.
Distributed Attacks in Persistent-State AI Control Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T11:48:04.376898Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0985f9cf-8ed0-4e46-9831-2174196571ee · inbound
Distributed Attacks in Persistent-State AI Control cites this paper.
Distributed Attacks in Persistent-State AI Control Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T07:59:05.507834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07902bed-b5ca-49f9-96d4-8d36a6f4b10b · inbound
Position: Preventing AI-Generated CSAM Necessitates New Approaches to AI Safety cites this paper.
Position: Preventing AI-Generated CSAM Necessitates New Approaches to AI Safety Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 97
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T14:28:50.627444Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a8df77f-a393-4a11-a01a-5f512aa34551 · inbound
Predicting LLM Safety Before Release by Simulating Deployment cites this paper.
Predicting LLM Safety Before Release by Simulating Deployment Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T18:16:25.820530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 454b0589-1219-414e-8397-1debf5570977 · inbound
Persuasion Attacks Can Decrease Effectiveness of CoT Monitoring cites this paper.
Persuasion Attacks Can Decrease Effectiveness of CoT Monitoring Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 92
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T00:56:40.987209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2ac22c00-237c-4925-a7b5-e6cf1fcbf8d5 · inbound
Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.
Length Penalties Make Chain-of-Thought Less Monitorable Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T15:45:54.532529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 097f8438-1a9e-4ba5-8146-b1c1f020dd13 · inbound
Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.
Length Penalties Make Chain-of-Thought Less Monitorable Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T08:06:10.804751Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cd93958-929e-4098-bddf-200e0f8b80c0 · inbound
Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.
Length Penalties Make Chain-of-Thought Less Monitorable Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T04:30:28.364330Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c956e04d-15f3-4430-b18a-18ab741f967f · inbound
GDM AI Control Roadmap cites this paper.
GDM AI Control Roadmap Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T06:53:52.430294Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f733765-f9be-43b0-bd9c-a2579c0b9889 · inbound
Operational Proto-Introspection in Looped Language Models: Process-Quality Taps, Executable Branching, and the Readout-Control Boundary cites this paper.
Operational Proto-Introspection in Looped Language Models: Process-Quality Taps, Executable Branching, and the Readout-Control Boundary Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T15:08:37.570947Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dc50c46-c9be-4e21-bded-b442bc85ff3c · inbound
Not All LLM Reasoning is Visible in the Chain-of-Thought cites this paper.
Not All LLM Reasoning is Visible in the Chain-of-Thought Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T04:14:44.668324Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5b88481-bcb1-49ac-956c-4e793b1c6f0b · inbound
On the Generalization of Steering Vectors for Chain-of-Thought Faithfulness cites this paper.
On the Generalization of Steering Vectors for Chain-of-Thought Faithfulness Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T14:26:28.259868Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ee04524-1bec-470f-9a20-77c41943bf1c · inbound
A False Average: Chain-of-Thought Monitors Collapse Where They Are the Only Defense cites this paper.
A False Average: Chain-of-Thought Monitors Collapse Where They Are the Only Defense Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T00:40:38.474169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a373dd73-b609-4f09-97fd-80d1fbab6cd3 · inbound
How Much Does a Reasoning Summary Reveal? An Observability Ladder for Large Language Models cites this paper.
How Much Does a Reasoning Summary Reveal? An Observability Ladder for Large Language Models Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T15:22:54.216027Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6e315fa-63f3-40de-96aa-13372c40000b · inbound
The Tell-Tale Trace: Detecting Reasoning Failures in LLMs Using Chain-of-Thought Dynamics cites this paper.
The Tell-Tale Trace: Detecting Reasoning Failures in LLMs Using Chain-of-Thought Dynamics Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T21:36:45.164802Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7df419f-7609-427d-9ec9-fb2750533583 · inbound
The Tell-Tale Trace: Detecting Reasoning Failures in LLMs Using Chain-of-Thought Dynamics cites this paper.
The Tell-Tale Trace: Detecting Reasoning Failures in LLMs Using Chain-of-Thought Dynamics Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T21:36:45.527818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eddd5c5-71cd-4642-8852-daecc35eba2f · inbound
Risky Business: Measuring The Faithfulness-Safety Tension cites this paper.
Risky Business: Measuring The Faithfulness-Safety Tension Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T13:40:55.680701Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e760a5c-06ea-4874-9859-3c1560cfed5b · inbound
Chain-of-Thought Monitoring Can Be Unreliable in Implicit-Influence Settings cites this paper.
Chain-of-Thought Monitoring Can Be Unreliable in Implicit-Influence Settings Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:51:52.127591Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.