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Paper Citation Record · LEDGER

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering

As of 7 August 2026, this Paper Citation Record lists 100 of 139 outbound references and 1 inbound Pith citation observation for arXiv:2605.05678.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2605.05678 v1

Coverage vector

measured 100 of 139 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T11:49:47.994456Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T21:16:55.878954Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-05-19T21:17:48.408119Z

Reference resolution

100 of 139 outbound references displayed

  • verified exact19
  • verified fuzzy70
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a08ec63-8e4b-4be5-badd-ee1a9cb776b8 · outbound

This paper cites Chawla, Jian Pei, Jianfeng Gao, Michael Backes, Philip S.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Chawla, Jian Pei, Jianfeng Gao, Michael Backes, Philip S

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.873265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:647126877264b01e8a65fa7fe78018eaef32527f4d05b951d8bc6cd941e46d08

Observation 754eb586-c2be-4416-99cc-981f89a7e069 · outbound

This paper cites Outcome first or overview first? optimizing patient-oriented framework for evidence-based healthcare treatment selections with xai tools.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Outcome first or overview first? optimizing patient-oriented framework for evidence-based healthcare treatment selections with xai tools

Reference 2

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verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.893005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:3db6965884ae508b01740686f5c3f5c2ea2fd4abf62fefbf523669dd82031a0c

Observation 8661ccde-24bf-4443-af1c-878f8bed0c58 · outbound

This paper cites Semantic volume: Quantifying and detecting both ex- ternal and internal uncertainty in llms.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Semantic volume: Quantifying and detecting both ex- ternal and internal uncertainty in llms

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.928672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:3ccc0ed7021ccfeedd0237e37429b9bd0e5aead2903ba796701b7f0eae41fee8

Observation 754b740e-9581-46b2-9fe4-fbb513d5b8b2 · outbound

This paper cites MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.604352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:027938d4f36d8edf261ee281fcf3cb76faa8c3734fc1f03df4b4bf09104290bf

Observation 17c60d7f-00ef-42b6-be75-24438d6c3d87 · outbound

This paper cites The MedPerturb Dataset: What Non-Content Perturbations Reveal About Human and Clinical LLM Decision Making.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering The MedPerturb Dataset: What Non-Content Perturbations Reveal About Human and Clinical LLM Decision Making

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.549200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e0a472290a64f97d15df315e5dd13df1f034ca7027761756feca6f5a1aa1c64f

Observation 35d8e2ed-d827-4192-9da9-8eaedc0b0e00 · outbound

This paper cites Deliberative Alignment: Reasoning Enables Safer Language Models.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Deliberative Alignment: Reasoning Enables Safer Language Models

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:31:08.576351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:8975f04d2b22905e92e93f404ab7b28b6b6a24d15279b235806f55ba69e8557f

Observation 939e0fb5-bf41-455c-9d2c-cb155c8a25ba · outbound

This paper cites Ruleadapter: Dynamic rules for training safety reward models in rlhf.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Ruleadapter: Dynamic rules for training safety reward models in rlhf

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.967029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:31f151a130f31ad34c26f1489d03b7badaa76257a1b68f20f808c86e86cf610c

Observation bbb69960-55f6-4435-a866-7b4e35a148a3 · outbound

This paper cites Encore: Entropy-guided reward composition for multi-head safety reward models.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Encore: Entropy-guided reward composition for multi-head safety reward models

Reference 8

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verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.844221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:1ecb92439d1a2769a0eb265c4bf7aa4ffa1a063e60578a48dd25d353834f8e32

Observation dfbdb1bd-5582-4e98-ae55-0b1e0b67769c · outbound

This paper cites Bradley-terry and multi-objective reward modeling are complementary.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Bradley-terry and multi-objective reward modeling are complementary

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.840953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:f4ab930c466242acfe5cbe02628ad47ce38586d40c714fe12257bc30946b3d57

Observation 44012f56-cebb-4540-bfc5-2898c3b09e46 · outbound

This paper cites Catastrophic Failure of LLM Unlearning via Quantization.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Catastrophic Failure of LLM Unlearning via Quantization

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.599343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:b3edb95d0ae94579cf248751de0b1c559ceab841cd872c0aabc45f657d4ddc49

Observation aec6227f-8076-41dc-94a9-9d0babd9efd4 · outbound

This paper cites From Hard Refusals to Safe-Completions: Toward Output-Centric Safety Training.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering From Hard Refusals to Safe-Completions: Toward Output-Centric Safety Training

Reference 11

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verified exact
arxiv_id, observed 2026-05-11T19:31:08.563625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:7cb2dbbfcabe36dfd4ac362038041f6b27947830851c9f73916c64a2c79d0a36

Observation bfa07cdc-8726-435d-8930-52d7fad8f2ca · outbound

This paper cites Jailbroken: How does llm safety training fail?Advances in neural information processing systems, 36:80079–80110.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Jailbroken: How does llm safety training fail?Advances in neural information processing systems, 36:80079–80110

Reference 12

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verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.863340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:28a46c65653205337f3b0ebbf95e845c15b2c4f2aaf2b33f83ee3229968ff6ed

Observation 1f24bee5-8f5e-4ca8-b663-f516e49ed397 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 13

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verified exact
local_arxiv, observed 2026-05-11T19:31:08.586144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:c05b695a6c72a4630c504503a70efa41ff746883c127809df481e7968c68a9e1

Observation fb9f2abc-2a70-40b7-aa3d-ccef70cb721b · outbound

This paper cites HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Reference 14

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verified exact
local_arxiv, observed 2026-05-11T19:31:08.530592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:c706dd10b8b47fdf0bbed85c3b8451dd92392ef570057f18115954a00eeb3e7c

Observation 3a49642e-3172-445f-a777-513dd286841d · outbound

This paper cites A strongreject for empty jailbreaks.Advances in Neural Information Processing Systems, 37:125416–125440.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering A strongreject for empty jailbreaks.Advances in Neural Information Processing Systems, 37:125416–125440

Reference 15

Resolution
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raw_fallback, observed 2026-05-26T13:57:26.174500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:cf71dfd246cbd49df16be58e0d857c6f04c55803590236d8fe30032507e3260e

Observation 08da4bce-8845-4017-ab16-e62948ef9a8f · outbound

This paper cites Jailbreakbench: An open robustness benchmark for jailbreaking large language models.Advances in Neural Information Processing Systems, 37:55005–55029.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Jailbreakbench: An open robustness benchmark for jailbreaking large language models.Advances in Neural Information Processing Systems, 37:55005–55029

Reference 16

Resolution
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raw_fallback, observed 2026-05-26T13:57:25.970527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:33eeb0418f487deaa37b82c8d039e38b09ced00c14751c9a6a92cb73319a9180

Observation 9ea79794-54cc-4934-974d-0f9707be9d06 · outbound

This paper cites SimpleSafetyTests: a Test Suite for Identifying Critical Safety Risks in Large Language Models.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering SimpleSafetyTests: a Test Suite for Identifying Critical Safety Risks in Large Language Models

Reference 17

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arxiv_id, observed 2026-05-11T19:31:08.476793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:df4994f2c1093d1be36122777ae64db2b64c6eaaec7732e22979325166060937

Observation 00c4dbc1-f8ab-4aa7-91ad-21284ed004b9 · outbound

This paper cites Salad-bench: A hierarchical and comprehensive safety benchmark for large language models.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Salad-bench: A hierarchical and comprehensive safety benchmark for large language models

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.105558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:728f7ce3fb3282da4491ad403823f13d52bdc4d0470945127c9fbe2e054ef3dd

Observation 707080c9-2322-4816-b73f-bdbae1efb281 · outbound

This paper cites CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:31:08.515427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:f55225166de51537bff11ed6b7236830473128480a57e2cb4c69f151277beb50

Observation 3c62f23e-7361-4d4b-a9b9-1d85788b7df5 · outbound

This paper cites When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs

Reference 20

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arxiv_id, observed 2026-05-11T19:31:08.525902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:bdcb1bac9327c65eb6457da3a96ff2e2577d0d85e85fa77c0b1049375642a6fe

Observation a62e08f7-4b3a-4732-bc87-5e44730e9cdc · outbound

This paper cites How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study

Reference 21

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local_arxiv, observed 2026-05-11T19:31:08.488550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:23b4effd4d2019ecfc214251b0fd42ca2616fe15710c92e249c4974f7f252fc8

Observation 1e1b4f2a-747c-4ddf-9282-4b6491c86229 · outbound

This paper cites ProbeLLM: Automating Principled Diagnosis of LLM Failures.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering ProbeLLM: Automating Principled Diagnosis of LLM Failures

Reference 22

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verified exact
arxiv_id, observed 2026-06-10T02:11:49.648006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:cac1ac7379feb61f1e6a9e844adf6793abb82817362d9f7898c9f0062d5a1246

Observation 11ffb87a-1cbe-4bca-95bd-96fceec1271f · outbound

This paper cites Star-1: Safer alignment of reasoning llms with 1k data.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Star-1: Safer alignment of reasoning llms with 1k data

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.074078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:890b21bed515f746a41ded53036328b48802b645d8daabcdd7164f427cf10a35

Observation ac0b2d22-8923-4de2-82fa-0fd5fd7ff2f4 · outbound

This paper cites Learning to rank chain-of-thought: An energy-based approach with outcome supervision.arXiv preprint arXiv:2505.14999, 2025a.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Learning to rank chain-of-thought: An energy-based approach with outcome supervision.arXiv preprint arXiv:2505.14999, 2025a

Reference 24

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arxiv_id, observed 2026-05-11T19:31:08.510440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:991133e725946aea577cd8e24c0874f12c72078cd5abc6de5a425b8b7bff4de9

Observation 35fe793b-e398-4e40-aabc-afc3fa2e4268 · outbound

This paper cites Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.544413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:77c198cb81bfec6e62529b46ee4aafc3c62ea5e192dbb7896665770e4b2624a1

Observation ca779a7f-584d-4fb3-a023-9c220b76df6c · outbound

This paper cites Safechain: Safety of language models with long chain-of-thought reasoning capabilities.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Safechain: Safety of language models with long chain-of-thought reasoning capabilities

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.088141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e1859ae6817e0f1f0397b10115565fe92b2f539f393dbccd767d5722b0f36308

Observation 00545680-df47-4709-8e81-3799ff98586f · outbound

This paper cites Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety.

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6a24e577d1cf0938fa68419a329714198953ba80f99e7279d0ada2a57cafc4c1

Observation 04c7a832-6e0d-42d5-9330-00ad8d20f2b9 · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Steering Llama 2 via Contrastive Activation Addition

Reference 28

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verified exact
arxiv_id, observed 2026-05-11T20:37:21.847050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:4eca7ee0b325d7dad25d716eaaa0677713c653bbaa2f70be0ec4db3d6b376273

Observation 7c00eba0-b7fa-48f0-ac4a-88588734cea1 · outbound

This paper cites Adaptive activation steering: A tuning-free llm truthfulness improvement method for diverse hallucinations categories.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Adaptive activation steering: A tuning-free llm truthfulness improvement method for diverse hallucinations categories

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.109452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:3a05f127e8ea04db132d896ba9c32fdbf4a491ff01ab2950f0fd8fab4297756f

Observation 46c9ad98-03ac-416c-8f7c-b80c3038ee72 · outbound

This paper cites Programming Refusal with Conditional Activation Steering.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Programming Refusal with Conditional Activation Steering

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:31:08.535840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:8818159f1cbdba7f71fcdaf7e9baddd080f6ba1c322fbae19b4d50a5af7f325b

Observation ff522ec8-0e79-4939-b6f1-5ec93cf5f005 · outbound

This paper cites Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.558655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:d01c7411711d69f7741206708c8796d91106b3477aeee4c7772798ecf28bcf11

Observation e1d8af4d-8dbb-4b86-b255-ca81c8fceaa7 · outbound

This paper cites Multi-property steering of large lan- guage models with dynamic activation composition.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Multi-property steering of large lan- guage models with dynamic activation composition

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.178693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:514df3427941acd2113d57f94dc3979f40427b3959a49fecd6206c38e125575a

Observation 5a6a0ac0-eff6-45db-ac12-57e71bcd9b59 · outbound

This paper cites Mitigating content effects on reasoning in language models through fine-grained activation steering.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Mitigating content effects on reasoning in language models through fine-grained activation steering

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.170478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:db4792078ae57f1e6f2f8d6b4e191b4f5d3442523e32642962c8a4a1724e5ee6

Observation e252ed1f-a756-4588-9d07-1c124f602b3c · outbound

This paper cites org/abs/2502.01042.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering org/abs/2502.01042

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T19:31:08.567928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:06ea0a9536b5379b7ee29ce2aca808ea8a776aeeef10ff629d5f902ad51065dc

Observation 71826e1d-8ec6-479f-aa4f-2db7df5a936d · outbound

This paper cites WildChat: 1M ChatGPT Interaction Logs in the Wild.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering WildChat: 1M ChatGPT Interaction Logs in the Wild

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-16T10:43:02.331896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:8de5b666c4ad60ff6b023a6c6ca330508eb38ec7de18a598e83cff43d3b614f9

Observation d511e349-85f8-4d1f-9b77-3d9f79b684b8 · outbound

This paper cites Pku-saferlhf: Towards multi-level safety alignment for llms with human preference.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Pku-saferlhf: Towards multi-level safety alignment for llms with human preference

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.045877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:df710d4bb79d49f75ce44825847432de7f693da18dcc0a11465631190d8a453f

Observation 9c5a0843-451e-41f3-9f0f-820e9643e0db · outbound

This paper cites JailBreakV: A Benchmark for Assessing the Robustness of MultiModal Large Language Models against Jailbreak Attacks.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering JailBreakV: A Benchmark for Assessing the Robustness of MultiModal Large Language Models against Jailbreak Attacks

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:08.469807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:595e609f6a4a32db534cbd101870d19ec77108b9ff51e660b10636ed29645025

Observation 7115fcab-9f9f-446d-a946-839d48bf9875 · outbound

This paper cites Beavertails: Towards improved safety alignment of llm via a human-preference dataset.Advances in Neural Information Processing Systems, 36: 24678–24704.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Beavertails: Towards improved safety alignment of llm via a human-preference dataset.Advances in Neural Information Processing Systems, 36: 24678–24704

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.166710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:4746b27af3000f25f15a19bbc20172ec8d211aaceba8a339f6b01d6d74425834

Observation 10d27ae0-380c-4587-9a2b-7deb3effa3a6 · outbound

This paper cites On the resemblance and containment of documents.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering On the resemblance and containment of documents

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.919044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:08f363a21f92d2e32abdab7672ac10ae651688a1d6f7048271bb5b8de2689e58

Observation baa40c6c-6824-472a-92df-0812af223d95 · outbound

This paper cites Wildteaming at scale: From in-the-wild jailbreaks to (adversarially) safer language models.Advances in Neural Information Processing Systems, 37:47094–47165.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Wildteaming at scale: From in-the-wild jailbreaks to (adversarially) safer language models.Advances in Neural Information Processing Systems, 37:47094–47165

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.909839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e59790366c062b7957e6d454f205845bdd49c482e6e4323363142ea28016455e

Observation fbacaffe-f6a5-4379-8982-1073d2ef555f · outbound

This paper cites Challenging big- bench tasks and whether chain-of-thought can solve them.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Challenging big- bench tasks and whether chain-of-thought can solve them

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.922513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:8454246d1a60af38ed130c83da43bc49fb9a73db507a28abcd13cc6232f8cc7a

Observation 06b0b449-364c-46fa-8f2a-4093e9e44006 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Training Verifiers to Solve Math Word Problems

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-05-11T19:31:08.504038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:a1a1c6d8ef91cd3f1b7f03a4beffa9f35c7343d6c77a54e09d918ea1c0163030

Observation 10c852a2-5c75-44cd-9d4d-2935e19fe3ad · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Measuring Massive Multitask Language Understanding

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-05-11T19:31:08.463524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:915137d08f94e039610ca8195b90220b75af2a583133a67dccd162e5a2548a7e

Observation 38d82792-2603-4925-ab59-27de828e603a · outbound

This paper cites World Health Organization.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering World Health Organization

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.913220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:645b9bf066e060acf042804a3ba1a637094ddeb84a937f2825d488c9109eb30e

Observation 17c88fd1-57e4-41ed-9cb3-0e1c4803b2cc · outbound

This paper cites Injury prevention and control.Emergency medicine clinics of North America, 25(3):901–914.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Injury prevention and control.Emergency medicine clinics of North America, 25(3):901–914

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.003103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:2cf0a5000cb11c3f0de47e52f5ede2b2cdfc0d4cb2aeb50f60599b1206f24bb1

Observation e1500e52-3736-4058-8ebf-9feac6fb12ac · outbound

This paper cites Ethical principles of psychologists and code of conduct.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Ethical principles of psychologists and code of conduct

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.876543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:97746be641bc649a98010378f3991baa8d9e59003cf2c4c8e8658d2ba0eb4719

Observation 2ac933a8-af92-4dd5-b53f-b4e78add2aa4 · outbound

This paper cites World Health Organization.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering World Health Organization

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.879629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:c4aaad1a899ab4144713bad4e3a4d79ddcef694f1437dd9d4cca8ae05101ba1d

Observation 08434dc5-75be-4ea1-b349-95314adcea78 · outbound

This paper cites APA Professional Practice Guidelines.https://www.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering APA Professional Practice Guidelines.https://www

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.882523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:f92707a2ff1088940e70659085c155f145f9b2ed47caf2031f4593f31c11894c

Observation dc5a6b7c-e3e7-42eb-bd95-cc2f5f2eff02 · outbound

This paper cites National Suicide Prevention Lifeline.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering National Suicide Prevention Lifeline

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.896046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:fbc68b2e8b40098e6a426380db9c5dcd9cd8f2436cfb4779735a4cb2129bae5b

Observation 39e3b89c-f927-4901-86a8-d5cc41358839 · outbound

This paper cites American Psychiatric Association Publishing.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering American Psychiatric Association Publishing

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.925651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6ea470e4644ade99c69033c4d85eddd9d6c99bb72a43b0bee579f92f750277d1

Observation 2eb60187-32f8-4487-a3e3-c08138a2d239 · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:25.889797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:34884e2176ed4bd048dc384e1eeb12eba17662a1591e982dc8daa05793570ab2

Observation a843e36a-e910-4164-aa29-0af4b25fe9f0 · outbound

This paper cites General Data Protection Regulation (GDPR).

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering General Data Protection Regulation (GDPR)

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.860069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:1436dab3f65396faf65312bc435a791d69d65bcdb7db43e05c3533df07ab5c9f

Observation c17983c2-fb06-40a1-89a8-772c8386efc7 · outbound

This paper cites California Consumer Privacy Act (CCPA).

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering California Consumer Privacy Act (CCPA)

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.820440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:5b6d4ee4444ee0a06b5d892e0bf56edf45fe5ea8311b372a4c4f8c68d8f80127

Observation ef2daa38-a8b6-4339-8614-a509e9e0cd69 · outbound

This paper cites NIST Privacy Framework: A Tool for Improving Privacy through Enterprise Risk Management.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering NIST Privacy Framework: A Tool for Improving Privacy through Enterprise Risk Management

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.856831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:a9f4df788f745721d1f17f4f166426ee9c17ba0dbc8f82d59ee6c47c27c23cb3

Observation 6e01331e-f849-468f-8429-d6d738289c6b · outbound

This paper cites Department of Health and Human Services.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Department of Health and Human Services

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.850340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:344fb7dc2a4593c4975e842d3bae148c669a756250d3f10cedc88df4b6250988

Observation 0ebcde04-b84d-4fd2-ac56-bad971c85995 · outbound

This paper cites URL https://www.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering URL https://www

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.989301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:4b7a0600ecc6933a665f47e9f0687445b44fbff7a0677534e9fd6a7450522414

Observation 82275ce1-819a-456a-9e32-af4e6223edd0 · outbound

This paper cites NIST Cybersecurity Framework 2.0.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering NIST Cybersecurity Framework 2.0

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.817252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:9b89209d1a8a3f8a485bb7ffd97fe2f6442befb722cf341c3c6fa7a714b1c277

Observation 7fa1dc26-aae7-4881-9bbb-02ef6446e20a · outbound

This paper cites MITRE ATT&CK Framework.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering MITRE ATT&CK Framework

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.823197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:77ad8d657fd2f14973267418db23800cf4bebded241cb05ef51a96099e43db00

Observation 98e642c8-8b8f-4c43-b0c8-a6623e64fc1a · outbound

This paper cites OWASP Top 10 Web Application Security Risks.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering OWASP Top 10 Web Application Security Risks

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.801065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:7e710afde7f6b607b5fd0594112c0c53f7690022ba149e67bd8b80fe82136bdf

Observation 21149034-d6bb-4493-b5e4-e935c7b76770 · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:25.794344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:339c8deeff39f5fc5a391807fb8a17638b62ded6c2e8d49400fa552ee0c24d70

Observation 1adfc352-43f4-4bea-b9d7-4069a8c224e2 · outbound

This paper cites Media and Information Literacy Framework.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Media and Information Literacy Framework

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.837365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:15dc7ee99f50a6c8e2a32dbe6a79bb04bfc645975678a8fa893e2140cbb27397

Observation d21fca47-ec4c-4a26-973c-23f3860efd11 · outbound

This paper cites Reuters Institute Digital News Report 2024.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Reuters Institute Digital News Report 2024

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.886816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:076f43731df594ab8c65ecdf89ff942927b87333e714b9a01d486892666ddc89

Observation e8291e0e-f809-442c-96ba-7394e8e890c9 · outbound

This paper cites Information disorder: Toward an interdisciplinary framework for research and policy making.Council of Europe Report, 27.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Information disorder: Toward an interdisciplinary framework for research and policy making.Council of Europe Report, 27

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.899753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:169ad456c2ea335c11dfb0c1eded3d0b3ce632603005ab79c4ad59dfa963f524

Observation 2ba8d34d-beea-456c-8519-b711c51a3e72 · outbound

This paper cites Managing the COVID-19 infodemic.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Managing the COVID-19 infodemic

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.960796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:4787addb2d6294639101bad7d37ad27ae601db8fa285149ccf7e4f34441cd366

Observation 3fe58444-d785-4e6b-b59d-b2dfd11ddaae · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:25.973368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:09bbcf6407d6d3f1122b2cc3f240c4a815832865bbf680082bbb5ceade077db2

Observation 8a37add7-e044-4227-b4b6-b0d0343550ce · outbound

This paper cites SPJ Code of Ethics.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering SPJ Code of Ethics

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.162610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:95f214c5d21c47c83aeb0bbfedae88d1547fdeb4480f100e3e50be1ce46ae3e7

Observation 523ace93-4942-45c3-bf1a-8bb34e077088 · outbound

This paper cites Universal Declaration of Human Rights.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Universal Declaration of Human Rights

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.159111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:57b17d2f06514fcf6c5a736cd2b611796027afcb978fe6ae15779538c0e906b3

Observation 3d734e2c-6b5b-497f-986e-8c94366a4370 · outbound

This paper cites International Covenant on Civil and Political Rights.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering International Covenant on Civil and Political Rights

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.138281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:bf31057b63426b8b0bdfa9a7331100b0f01bc63d6dfcb271d8b62fdba66f8eda

Observation 78778142-a4d5-446b-a24b-a7b6818ecccf · outbound

This paper cites Convention on the Elimination of All Forms of Discrimination Against Women.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Convention on the Elimination of All Forms of Discrimination Against Women

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.145415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:1921706f09e9252ad25ff05096cd105deea3c29288bc3d8e3ed9686965553678

Observation 34245242-642e-4b80-b80a-ebbf54c2cf3f · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:26.155457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:d5ae439d626c1c64af41a4d2d126412781ba1feac817132e287faaa56de3321b

Observation 99d110ab-f98e-457d-b4ac-052f099b5a5f · outbound

This paper cites Department of Justice.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Department of Justice

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.117095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e20be1ca79a5e65314124a61764d6689b6cba38cc963dd20861af102e979f542

Observation 113a7f1d-980a-4c9f-9402-b535196b72f2 · outbound

This paper cites Yogyakarta Principles on the Application of International Human Rights Law in Relation to Sexual Orientation and Gender Identity.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Yogyakarta Principles on the Application of International Human Rights Law in Relation to Sexual Orientation and Gender Identity

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.113237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:8b1345c05c39fd3710ae353143872262907ee7d77f67b855f3c18e5e170f88b8

Observation 40b8057b-e7d8-4880-9bf5-8b306641539e · outbound

This paper cites Ethics Guidelines for Trustworthy AI.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Ethics Guidelines for Trustworthy AI

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.853410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:40cb81f34fe32a835319c451d0585445e3a79ef9137b5a4959fea6f4cb02f683

Observation 165c8f72-84c6-4d23-bfca-023113390a61 · outbound

This paper cites Rome Statute of the International Criminal Court.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Rome Statute of the International Criminal Court

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.120539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:81849616fb9b651954f63b66d7b5ad1721298a77c83dc65d15746f7b5d34be80

Observation 127056a1-d449-452c-838f-8a13bc1a6ceb · outbound

This paper cites United Nations Convention Against Transnational Organized Crime.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering United Nations Convention Against Transnational Organized Crime

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.098513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6027695d4d46fe55b082e87dab115eaa694be99ec6ea8ea5cacc7e18c311f158

Observation deec81b7-b63d-454c-9e6d-d92deb9d17cd · outbound

This paper cites Model Rules of Professional Conduct.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Model Rules of Professional Conduct

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.102186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:f8f8f425d5a739b82eb93ae9ad6eb4b731d23be8cdb850f5d00e30f302d6b5f0

Observation f43e65cf-048b-449a-8080-6cbd37c74f38 · outbound

This paper cites Foreign Account Tax Compliance Act (FATCA).

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Foreign Account Tax Compliance Act (FATCA)

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.127223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:26be89505f54458427d3a162ba05afc7e87b569d40715f0545ada7e095846cf0

Observation 59585a35-c548-442d-8386-a0aef55e1071 · outbound

This paper cites Congress.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Congress

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.080991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:29695a363156eb49115a29fd20fc009d487d1b4e21ce538d81efdba20473682b

Observation b091e895-2edf-49cf-90b4-c564a77cce9e · outbound

This paper cites Convention on the Rights of the Child.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Convention on the Rights of the Child

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.084263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:0686ab229b1dd9ad070003848c9d620f82701a8fbc1d5b2691fb9abd2adefa81

Observation fc60ddd3-aa40-43a8-b794-a075aad28d99 · outbound

This paper cites Online Safety Resources.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Online Safety Resources

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.091443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6f41b27d783c5f22f60121000ff6a9215f3bbfb74d3e96f3c8e20ce21eb0df3a

Observation ebc250c7-3aa0-40ea-a8c5-e40a82fceff7 · outbound

This paper cites Children’s Online Privacy Protection Act.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Children’s Online Privacy Protection Act

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.077576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:d2193faa934b6fd5e4a724b482b1e44c2cb36c66407cbce213567f81ae69fc23

Observation 7923f74b-0573-4cdc-86bf-99df3530ebfd · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:26.067818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e33e2a42c07b8bad8762d020ffc5675239ae68cf8e4f1ce2bb689f314fe96d17

Observation b04c7840-84e9-4f3c-a866-871bd0e856f3 · outbound

This paper cites Council of Europe Convention on the Protection of Children against Sexual Exploitation and Sexual Abuse.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Council of Europe Convention on the Protection of Children against Sexual Exploitation and Sexual Abuse

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.064698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:81a18003ab3021c0fa139a42e914a1cb77643441f9b1868e157fc300f842308a

Observation 5b78b106-595e-45d1-af42-7348e600fc5c · outbound

This paper cites Basic Books, New York.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Basic Books, New York

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.148726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:d11b26d72b3f2e5175ce4fdd38c08ab38b9450d15bbcb9aadd3cb2208db849cb

Observation 09994aaa-4531-480e-a736-b80e272edfc4 · outbound

This paper cites FATF Recommendations.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering FATF Recommendations

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.049037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:57937b53e408498ff35c0ecef9fe078f1c34e3773d7c5424513dec9ecc411fac

Observation 90ec5798-228f-4f35-9538-7d7ff0276778 · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:26.035055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:5c5d1212e8dfee5e82a6f9d8147d58b99c44d3ea54a13b29731bf13367850d38

Observation 4df6d379-3d68-466e-a49d-d974a599f791 · outbound

This paper cites Securities and Exchange Commission.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Securities and Exchange Commission

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.057884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:fcffcbaa43d310a962031b540c9fe9e5f161df61daab4e4b545cb7f2284e0728

Observation 0083c4d4-a5ab-4250-9cc8-dfb7b4922457 · outbound

This paper cites Basel III: International regulatory framework for banks.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Basel III: International regulatory framework for banks

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.031757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:e680ab74b1bedfac3f63d6ad1c9772271129b68f11e37283772f5373cdbdab3c

Observation b9658cba-2cd8-43c4-b422-5b1bc0df5343 · outbound

This paper cites Congress.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Congress

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.018869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:40c773532e56611113666559a6f6ff6a733b5f9df69cdd15d5d855809fcb12d1

Observation 68f79a6a-27a4-4ce5-813e-d62108b954e0 · outbound

This paper cites Consumer Financial Protection Bureau Guidelines.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Consumer Financial Protection Bureau Guidelines

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.038802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:d2074ff9d76a14df71c2520691601474255f2a8dbbcb81ec65bc0a7f1fc77f8f

Observation 3728c64f-5317-4df6-bf58-6e7e7ee28442 · outbound

This paper cites an unresolved cited work.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-26T13:57:26.041976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6c96b1681b875b7a8c5431ddd803550866286196ab8678f35cfba1a742916fbe

Observation dc6915f5-43e6-4c0f-92b8-9798078ba8ed · outbound

This paper cites Environmental Assessment Guidelines.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Environmental Assessment Guidelines

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.006557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:9c01632800e4053bd6002c7dba54bfea2d799c528bb299869b16a85680b81849

Observation 4b39f238-7668-4f31-9236-88da1a4b12a9 · outbound

This paper cites Environmental Protection Agency.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Environmental Protection Agency

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.012986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:6fb527fecd72ebffd4a4523c5cdf946d71e69ce98ecb209ba252bf50c53d8b05

Observation 9cf84df0-6e0b-4d94-9414-30b684d71a1d · outbound

This paper cites Stockholm Convention on Persistent Organic Pollutants.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Stockholm Convention on Persistent Organic Pollutants

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.010103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:bd56071c938bd8b3795b1134e08407aacc5a334a9081e49ece4b9cec4e4f48d5

Observation 4abf752f-a017-4e1e-9819-b111e90cbfb5 · outbound

This paper cites Paris Agreement.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Paris Agreement

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.015826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:98a2ec136d754debe95ec44f6967aa8a1c03f0dc29388d879e355e54f860a913

Observation 5038fa5a-9adf-496b-8ae5-92ca8c0d54ad · outbound

This paper cites Environmental Protection Agency.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Environmental Protection Agency

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:26.051968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:f37dae1b039e1686b35f6f3aee982bda7c1882f36718d0fbfd418b80f8cdd28e

Observation ad477927-54c9-457c-bbe7-5761a8180c91 · outbound

This paper cites Guidelines for Drug Policy.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Guidelines for Drug Policy

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.982647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:ccafcb609155f04707d9e5da581b2dbe5549f86296e4df4b45fe5d9a78f8fd37

Observation 1d74c604-b0fe-4c64-8bde-3f420ef9301e · outbound

This paper cites Single Convention on Narcotic Drugs.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Single Convention on Narcotic Drugs

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.985763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:181e618550aa1929887f65ade846e880d19a8649cab34a172958d8c1bc8e3fbe

Observation 1659f21b-7544-4dbf-8ec0-04da72ac1eb3 · outbound

This paper cites Controlled Substances Act.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Controlled Substances Act

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.979841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:7e1cf0f8d9fc4607fb6fdfa5dcea37a6c731bb29d35a7935390a0d52f3960ccb

Observation 92599a75-fd32-4b6d-b578-706a3cbd6e48 · outbound

This paper cites Treatment Guidelines.

Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering Treatment Guidelines

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T13:57:25.999407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T11:49:47.994456Z digest=sha256:58c3b61cd37abcf1691e6223c5dd24418ab028625e5d67123c7e5081758363b2

Pith citing papers

Observation fb0ffa59-1835-41e8-855c-6106517178c5 · inbound

fPINN-DeepONet: A Physics-Informed Operator Learning Framework for Multi-term Time-fractional Mixed Diffusion-wave Equations cites this paper.

fPINN-DeepONet: A Physics-Informed Operator Learning Framework for Multi-term Time-fractional Mixed Diffusion-wave Equations Chain of Risk: Safety Failures in Large Reasoning Models and Mitigation via Adaptive Multi-Principle Steering

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-19T21:17:48.411903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-19T21:16:55.878954Z digest=sha256:1d7e6aaa7f8d9297cdab1d0c99a1b5d22215814a2555d5ad671df69bd81dc8f1