Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies | Paper Citation Record

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Large Language Models Cannot Self-Correct Reasoning Yet cites this paper.

Large Language Models Cannot Self-Correct Reasoning Yet Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:48:27.808890Z

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A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions cites this paper.

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 248

Resolution: verified exact; arxiv_id, observed 2026-05-13T02:46:27.842001Z

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Self-Rewarding Language Models cites this paper.

Self-Rewarding Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:01:42.468060Z

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Hallucination is Inevitable: An Innate Limitation of Large Language Models cites this paper.

Hallucination is Inevitable: An Innate Limitation of Large Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 53

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Observation 64cc4dd0-86c4-4d57-933d-6f0c4ea9a38a · inbound

Training Language Models to Self-Correct via Reinforcement Learning cites this paper.

Training Language Models to Self-Correct via Reinforcement Learning Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-17T12:04:10.390725Z

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Observation 3b9e2f7c-20bf-44cd-bdc2-e3099816f22c · inbound

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback cites this paper.

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 27

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Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective cites this paper.

Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 10

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Towards AI-$45^{\circ}$ Law: A Roadmap to Trustworthy AGI cites this paper.

Towards AI-$45^{\circ}$ Law: A Roadmap to Trustworthy AGI Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 71

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Memory-Augmented Agent Training for Business Document Understanding cites this paper.

Memory-Augmented Agent Training for Business Document Understanding Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 26

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Observation dee48d7f-177b-4679-86f9-edd10ce6ba03 · inbound

Formal Mathematical Reasoning: A New Frontier in AI cites this paper.

Formal Mathematical Reasoning: A New Frontier in AI Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 254

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Observation 243c53a8-78f9-4c0b-8576-fdfb4aab9b82 · inbound

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

Deliberative Alignment: Reasoning Enables Safer Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 30

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A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy cites this paper.

A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 150

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Observation af841166-ca5c-4638-8135-79f0c5faf276 · inbound

Few-shot Policy (de)composition in Conversational Question Answering cites this paper.

Few-shot Policy (de)composition in Conversational Question Answering Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 14

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Observation dedb540a-abd9-4678-9ec1-23e99d8e55a3 · inbound

Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction cites this paper.

Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 24

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Observation 1b3aec31-4a53-47c4-8994-35f580d01df6 · inbound

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs cites this paper.

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 69

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Observation bee699b0-7c50-48e0-bb42-c3c21d001b28 · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 146

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:32:33.188622Z

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Observation c5c88854-acd9-40ec-a9d5-e218285a7c38 · inbound

Reflection-Window Decoding: Text Generation with Selective Refinement cites this paper.

Reflection-Window Decoding: Text Generation with Selective Refinement Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 32

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Observation 4045bb5e-1fa8-4628-a079-aaba7a2b878c · inbound

Factual Self-Awareness in Language Models: Representation, Robustness, and Scaling cites this paper.

Factual Self-Awareness in Language Models: Representation, Robustness, and Scaling Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 8

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Observation 99a367de-52a3-47af-b71e-6c8ec38ae79c · inbound

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud cites this paper.

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:57:16.378495Z

Source-reported events for the cited work

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Observation d8794b37-2891-4372-9247-1828c320de3f · inbound

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs cites this paper.

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 18

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Observation d24441d2-b2f9-436a-a70c-23149583262a · inbound

RoE-FND: A Case-Based Reasoning Approach with Dual Verification for Fake News Detection via LLMs cites this paper.

RoE-FND: A Case-Based Reasoning Approach with Dual Verification for Fake News Detection via LLMs Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 25

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Observation 606ae784-bb81-46d8-8a58-3aeaac6351dc · inbound

SGIC: A Self-Guided Iterative Calibration Framework for RAG cites this paper.

SGIC: A Self-Guided Iterative Calibration Framework for RAG Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 32

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Observation 11769962-4521-4a78-a9fb-7147203d8028 · inbound

Enterprise Large Language Model Evaluation Benchmark cites this paper.

Enterprise Large Language Model Evaluation Benchmark Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 41

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Smoothie-Qwen: Post-Hoc Smoothing to Reduce Language Bias in Multilingual LLMs cites this paper.

Smoothie-Qwen: Post-Hoc Smoothing to Reduce Language Bias in Multilingual LLMs Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 8

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I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking cites this paper.

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 25

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Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning cites this paper.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 39

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Observation 3964a35f-6b4a-4fb3-943d-160c50b55dc2 · inbound

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models cites this paper.

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:26:33.810027Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1c56fa38-68ea-41ac-b96b-2f6056d99db0 · inbound

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models cites this paper.

ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:30:39.430821Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 91d0b220-781b-4192-be11-eae8687ed036 · inbound

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match cites this paper.

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-17T05:09:03.804396Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7561ec04-0304-4572-abda-532ae36087f7 · inbound

A Minimal Agent for Automated Theorem Proving cites this paper.

A Minimal Agent for Automated Theorem Proving Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:46:29.414862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8655831f-b867-4de2-88d0-e48a429101f9 · inbound

C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving cites this paper.

C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:28:26.141348Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a4d9458a-97c6-4d29-bd75-2f2e36bfc06d · inbound

FVRuleLearner: Operator-Level Reasoning Tree (Op-Tree)-Based Rules Learning for Formal Verification cites this paper.

FVRuleLearner: Operator-Level Reasoning Tree (Op-Tree)-Based Rules Learning for Formal Verification Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:35:55.954373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4a4039d2-a471-4c14-8c62-2d3ace457658 · inbound

FVRuleLearner: Operator-Level Reasoning Tree (Op-Tree)-Based Rules Learning for Formal Verification cites this paper.

FVRuleLearner: Operator-Level Reasoning Tree (Op-Tree)-Based Rules Learning for Formal Verification Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 41

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Observation 3356c67f-f614-4eb3-99cf-0cb8c489cecd · inbound

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models cites this paper.

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:30:50.515615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b3b3206d-5085-4b14-8939-cdaa56a4ebec · inbound

AnomalyAgent: Agentic Industrial Anomaly Synthesis via Tool-Augmented Reinforcement Learning cites this paper.

AnomalyAgent: Agentic Industrial Anomaly Synthesis via Tool-Augmented Reinforcement Learning Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-10T18:35:42.806735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bad0c119-3af0-48d2-a578-80c427c88f92 · inbound

Perturbation Dose Responses in Recursive LLM Loops: Raw Switching, Stochastic Floors, and Persistent Escape under Append, Replace, and Dialog Updates cites this paper.

Perturbation Dose Responses in Recursive LLM Loops: Raw Switching, Stochastic Floors, and Persistent Escape under Append, Replace, and Dialog Updates Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-09T05:55:31.823542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fbef7ada-2266-4caa-b08a-3ea3e51b71ba · inbound

HIDBench: Benchmarking Large Language Models for Host-Based Intrusion Detection cites this paper.

HIDBench: Benchmarking Large Language Models for Host-Based Intrusion Detection Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:54:45.843729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1dee4b02-bb25-4beb-bd52-1e71191f9a70 · inbound

AutoBG: A Board Game Design Assistant with Interactive Ideation, Iterative Rulebook Generation, and Individualized Feedback cites this paper.

AutoBG: A Board Game Design Assistant with Interactive Ideation, Iterative Rulebook Generation, and Individualized Feedback Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 7

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Observation 0e0358d7-5e53-4586-829d-ca4d2a5fe439 · inbound

AVTrack: Audio-Visual Tracking in Human-centric Complex Scenes cites this paper.

AVTrack: Audio-Visual Tracking in Human-centric Complex Scenes Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 71

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 227b9735-d01f-4cf5-bf27-1befd718f264 · inbound

Cascading Hallucination in Agentic RAG: The CHARM Framework for Detection and Mitigation cites this paper.

Cascading Hallucination in Agentic RAG: The CHARM Framework for Detection and Mitigation Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:56:47.428448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 332e74cd-4d56-4bec-8e0d-c6e37dff2261 · inbound

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination cites this paper.

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:07:23.504645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3ce35975-162e-43eb-8c37-363a1b129643 · inbound

From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI cites this paper.

From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 115

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Observation 9977bb41-e3e5-41e0-b499-5f5ad2ac4b70 · inbound

Internal-State Probes Read the Situation, Not the Action: Three Negative Results for Pre-Action Misalignment Monitoring cites this paper.

Internal-State Probes Read the Situation, Not the Action: Three Negative Results for Pre-Action Misalignment Monitoring Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T07:44:22.051505Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b2f999d3-42bb-4e1a-a0b7-4a9d040b6649 · inbound

Multi-Turn On-Policy Distillation with Prefix Replay cites this paper.

Multi-Turn On-Policy Distillation with Prefix Replay Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 298

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Observation e66562f5-b880-46ec-80c7-c52b9a630845 · inbound

Multi-Turn On-Policy Distillation with Prefix Replay cites this paper.

Multi-Turn On-Policy Distillation with Prefix Replay Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 299

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Observation e314b662-31d7-4a38-a75c-a073647df59d · inbound

ST-Veto: Spatio-Temporal Token Veto for Diffusion MLLMs via Taylor Prediction and Visual Grounding cites this paper.

ST-Veto: Spatio-Temporal Token Veto for Diffusion MLLMs via Taylor Prediction and Visual Grounding Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 11

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Observation b247f5d4-ff8f-45e0-a3f7-d2e6eb77ec96 · inbound

LEACL: LLM-Enhanced Automatic Curriculum Learning for Reinforcement Learning in Long-Horizon Manipulation Tasks cites this paper.

LEACL: LLM-Enhanced Automatic Curriculum Learning for Reinforcement Learning in Long-Horizon Manipulation Tasks Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-30T20:27:56.628437Z

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Observation a4b5a7aa-d57b-4106-a20d-5bb45429e10c · inbound

CogEEGAgent: Toward Autonomous Cognitive EEG Analysis with Grounded Execution and Selection-Aware Verification cites this paper.

CogEEGAgent: Toward Autonomous Cognitive EEG Analysis with Grounded Execution and Selection-Aware Verification Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 14

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