Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 67 inbound Pith citation observations for arXiv:2503.08679.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
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 2026-08-10T15:20:56.946510Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation 9194b23c-8816-44fa-a0e8-38533ac977b9 · inbound
Phi-4-reasoning Technical Report Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 8
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 65660cc0-fbd5-49e6-a3ff-f2d982edfcc9 · inbound
A Survey on Large Language Models for Mathematical Reasoning Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a17aa33-fcff-43ff-a872-6e30272278cc · inbound
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 615326e2-1ec1-4e27-996c-c9fcaa96e469 · inbound
Answer-Centric or Reasoning-Driven? Uncovering the Latent Memory Anchor in LLMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4047ab3-1937-40f7-8b9c-f670e5675eb9 · inbound
Is Long-to-Short a Free Lunch? Investigating Inconsistency and Reasoning Efficiency in LRMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 311a0f42-6e0d-4e61-8cb5-2c1e3812b90f · inbound
KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 2ad3bb70-9718-4362-9b7b-5b5f34ad5512 · inbound
Teaching Models to Verbalize Reward Hacking in Chain-of-Thought Reasoning Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dddb8680-2d31-4975-acb9-d35b4364e831 · inbound
Are They All Good? Evaluating the Quality of CoTs in LLM-based Code Generation Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cbfa818-0ff0-449f-8e6e-8defeacc35b9 · inbound
TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 53e75451-60cd-4f23-857a-77f6bd6da8f1 · inbound
TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecf95395-fedf-4c66-8987-a59e164ad1b1 · inbound
Position: Intelligent Coding Systems Should Write Programs with Justifications Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87e6b6c7-e38f-4fa2-b7cf-efbaa83f6522 · inbound
Do Cognitively Interpretable Reasoning Traces Improve LLM Performance? Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1331e4bc-038e-4a13-9748-b01e2c52454f · inbound
Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19a9428a-3b77-4944-a35d-8b37187c5f34 · inbound
SWIRL: A Staged Workflow for Interleaved Reinforcement Learning in Mobile GUI Control Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdb19087-9a0a-42eb-939b-20c32f6f35da · inbound
CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dd18d34-1be3-434d-8793-e115c674b165 · inbound
A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6edb149-d740-45bc-9538-5a21a51714b3 · inbound
A Survey of Reinforcement Learning for Large Reasoning Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 20
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 77f1045f-9409-4096-9730-639a51ae7717 · inbound
CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1acdbd2-4445-433e-8b26-90251c95d133 · inbound
Beyond Correctness: Rewarding Faithful Reasoning in Retrieval-Augmented Generation Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f709fc83-dfe9-4e63-8e2c-1254a68959fb · inbound
Explainability of Large Language Models: Opportunities and Challenges toward Generating Trustworthy Explanations Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7d357cd-022e-450a-8303-13b307615b75 · inbound
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 31e59c10-a00b-4c74-8dbc-1e53c2171a5e · inbound
Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6361836-f748-47cc-b3c4-a4e614fd20ac · inbound
Scaling Latent Reasoning via Looped Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 74
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 406e97bc-d75b-4dc4-bcde-e8963e4f5691 · inbound
Scaling Latent Reasoning via Looped Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d723168a-93a1-4914-9770-99db91369060 · inbound
Interpretability from the Ground Up: Stakeholder-Centric Design of Automated Scoring in Educational Assessments Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
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 784a0bf0-189b-46ae-a61e-aee5a720143b · inbound
When AI Persuades: Adversarial Explanation Attacks on Human Trust in AI-Assisted Decision Making Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 5
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 acdeba73-909b-4153-8070-569ed35b01c1 · inbound
ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
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 ede4e4e2-5534-4676-af24-15b61800fd2b · inbound
ReSS: Learning Reasoning Models for Tabular Data Prediction via Symbolic Scaffold Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
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 e25d97f8-ffe5-45e2-a9f8-e2f888310d97 · inbound
LLM Reasoning Is Latent, Not the Chain of Thought Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 29
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 3e39f9fd-9175-45fd-8256-cf26c7a51918 · inbound
Compared to What? Baselines and Metrics for Counterfactual Prompting Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 47
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 12b37a5b-f300-456e-a9ec-00c3ebcb2ccd · inbound
Confidence-Aware Alignment Makes Reasoning LLMs More Reliable Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 87db8dcf-3462-467c-a315-c31a58610d26 · inbound
Evaluating the False Trust Engendered by LLM Explanations Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 52
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 0de77f20-3079-4254-8484-40b09a7ed8fb · inbound
Evaluating the False Trust Engendered by LLM Explanations Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 52
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 5fa3958e-b342-4153-adce-24cfe02f2460 · inbound
Deep Reasoning in General Purpose Agents via Structured Meta-Cognition Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 88
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 817312d5-2378-4b74-b334-5e8c9f5aaa83 · inbound
When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
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 bd88a687-d925-4417-9db9-72c31c0bdc41 · inbound
Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 38
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 d8320dad-b0be-4e3b-918b-d58655a82e11 · inbound
The Readout Shortcut: Positional Number Copying Dominates Arithmetic CoT Readout in Small Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
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 891d14cb-99e1-4ffe-a516-c78d6ebd3e47 · inbound
Faithfulness as Information Flow: Evaluating and Training Faithful Chain-of-Thought Reasoning Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 8
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 3fe2150c-f828-4c41-87a6-2444b1bc2959 · inbound
Understanding and Mitigating Premature Confidence for Better LLM Reasoning Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
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 015fee4b-cd2e-466c-91cf-5c19db65ad7a · inbound
Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 4
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 e335a703-8459-43b5-bf75-eb80c96cf4cd · inbound
What Does Chain-of-Thought Contribute at Probe Time? Evidence for Local Co-Occurrence Activation Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 20
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 919221a4-713c-4b7c-a11c-cac4fe10542a · inbound
What Does Chain-of-Thought Contribute at Probe Time? Evidence for Local Co-Occurrence Activation Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f65a3bd3-0475-4cd6-ba98-10aa0fe87439 · inbound
Forecasting Future Behavior as a Learning Task Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 53
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 ce64ce93-e475-4f2d-9290-61b6ba32b49e · inbound
Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 55
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 447b601f-3e95-4e48-9367-8fbd2feb2c6d · inbound
Beyond Accuracy: Measuring Bias Acknowledgment in Chain-of-Thought Reasoning for Responsible AI Evaluation Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 d2805322-f0dd-4723-9ca3-bf133385f47b · inbound
Answer Engineering: Local Trajectory Editing for Protocol-Constrained Decision Making in Large Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
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 95de15de-01a6-4a55-b4fe-52017bee5406 · inbound
Do Thinking Tokens Help with Safety? Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 38
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 7bcea873-d6aa-4b6f-87f9-b44b317af510 · inbound
Where Do CoT Training Gains Land in LLM based Agents? Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
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 c6c31034-9380-40e9-84d2-dae4f9cd07e9 · inbound
Conversable Complexity: Agentic LLM Collectives as Interpretable Substrates Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 83
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 a3dd1913-a81d-4e3c-a99e-1394705840ac · inbound
Reading Between the Dots: Decoding Hidden Computation across Filler Tokens Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1756608-8180-4040-92fc-3538414a25fe · inbound
Context-Masked Truncated Reasoning Audits for Answer-Key Dependence in LLM Tutors Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2add7b3-a570-4564-b51a-b01d972bd8da · inbound
Do Vision-Language-Action Models Mean What They Say? On the Role of Faithfulness in Embodied Reasoning Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fd9aef5-5d36-495a-842a-128c892cf410 · inbound
Persuasion Attacks Can Decrease Effectiveness of CoT Monitoring Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 79
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 ec75fd25-568c-4c41-b2aa-3a13edd5f3dc · inbound
Length Penalties Make Chain-of-Thought Less Monitorable Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4cd360a-c10f-419a-b72d-18e4acb12420 · inbound
Length Penalties Make Chain-of-Thought Less Monitorable Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82ffa36e-827e-434b-853f-66e4ade443c8 · inbound
Length Penalties Make Chain-of-Thought Less Monitorable Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e9ee9b0-a0b5-4d20-9c68-2ca6b429b1b9 · inbound
Controlled Reformulation Testing for Logical Consistency in Large Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f8c993-b201-41c7-b42c-5b575121ab38 · inbound
Mechanistic Attention Guidance for Agent Memory Refinement Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7de66025-d265-4f54-b74a-364463398050 · inbound
One Student, Many Teachers: Multi-Task On-Policy Distillation via Soft-Prompt Privileged Context Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0106a6b7-a635-43f4-bb0a-93dca770eb44 · inbound
Not All LLM Reasoning is Visible in the Chain-of-Thought Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 656cdbbf-656c-4531-827b-b2f40dc799bf · inbound
Two Regimes of Chain-of-Thought Unfaithfulness: Behavioral Detection Fails Where Models Are Wrong Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 087608a2-96ff-469a-9bdd-0e8c391224a5 · inbound
Why Public Service AI Governance Frameworks Risk Failing in the Age of General-Purpose AI: Lessons from Policing Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7d0c5bc-7b1a-4d33-8a3a-a2e66e218315 · inbound
A Reference-Free Score for Detecting Silent Reasoning Failures in Large Language Models Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfb39c0b-f025-446f-8f35-12f215f3da91 · inbound
On the Generalization of Steering Vectors for Chain-of-Thought Faithfulness Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5540de9-5ae7-4408-a903-f8736ba54a1b · inbound
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96f401f5-f452-466e-8c89-fc3e111287e3 · inbound
Chain-of-Thought Monitoring Can Be Unreliable in Implicit-Influence Settings Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6abacef-696b-4345-84ad-a1a670263898 · inbound
Transformers Struggle to Use Their Emergent World Models: Revisiting the Tower of Hanoi, and the Illusion of Thinking Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.