Faithfulness

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9 papers in the last 28 days · 0.1% of indexed attention

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Period ending 2026-09-21

4 new papers

A weekly snapshot of new work published in Faithfulness.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Faithfulness.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Faithfulness.

44 papers

Latest in Faithfulness

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  1. Faithful yet Collusive: Why Chain-of-Thought Monitoring Cannot Detect Collusion in LLM Pricing Agents under Oligopolistic Competition

    Sep 16, 2026Dohun Lee, Hyunwoo ParkAlgorithmic CollusionPrices

  2. EDCT-Bench: Uncovering Faithfulness Gaps in VLMs via Explanation-Driven Counterfactual Testing

    Sep 16, 2026Sihao Ding, Santosh Vasa, Aditi Ramadwar +1Visual EvidenceCounterfactual Reasoning

  3. AquiLLM: Evaluating Faithfulness in Open-Weight RAG-LLM Systems for Scientific Research

    Sep 15, 2026Bernie Boscoe, Srinath Saikrishnan, Vikram Seenivasan +6Scientific DiscoveryScientific Workflows

  4. Fast and Faithful: Principled Conditional Flow Matching for Inverse Problems

    Sep 14, 2026Shirin Shoushtari, Edward P. Chandler, Xiao Shi +1Conditional Flow MatchingIll-Posed Inverse Problem

  5. You Can't Prefer Emotions You Don't Sample: Intensity Undershoot in DPO-Tuned LLMs

    Sep 7, 2026Hyunwoo Kim, Usama KhalidValence-Arousal EstimationEmotion

  6. Does Playing it Safe Count as Faithfulness? Reassessing LVLM Hallucination Mitigation Methods

    Sep 1, 2026Mehrdad Fazli, Sina Mansouri, Mohit Marvania +1Large Language Model HallucinationHallucination Mitigation

  7. Visual Attention Faithfulness in Vision-Language Models is Heterogeneous

    Sep 1, 2026Xurui Song, Weishi Wang, Zhongqi Yue +5Visual TokensFaithfulness

  8. Faithfulness Is Not Free: Auditing Offline KV-Cache Quantization in Retrieval-Augmented Generation

    Aug 31, 2026Atta Ul Asad, Ahsan Bilal, Muhammad Ali +2Key-Value Cache QuantizationQuantization

  9. Chain-of-Thought Faithfulness of Reasoning Models Varies with Where and How Preference Cues Are Delivered

    Aug 29, 2026Aryo Pradipta Gema, Neel Rajani, Rohit Saxena +2Large Reasoning ModelsFaithfulness

  10. FaithformBench: Benchmarking Faithfulness of Mathematical Chain-of-Thought Autoformalisation

    Aug 11, 2026Rob Cornish, Iacopo Ghinassi, Po-Hung Yeh +7AutoformalizationTheorem

  11. RAG-Audio: Retrieval-Augmented Generation for Faithful Brain-to-Audio Reconstruction

    Aug 10, 2026Ambuj Mehrish, Sebastiano VasconAudioFaithfulness

  12. The Personalization Mirage: How LLMs Fabricate User Profiles, and Why Self-Monitoring Misleads

    Aug 5, 2026Yushi Sun, Yanjie Zhang, Rui ShengProfileOverconfidence

  13. Risky Business: Measuring The Faithfulness-Safety Tension

    Aug 4, 2026Dominik Meier, Luca Joshua Francis, Marco Bernhard Kaiser +3Large Language Model SafetyFaithfulness

  14. Averaging Bias: Human Faithfulness Annotations are not Locally Faithful

    Jul 31, 2026Huajian Zhang, Yiyang Feng, Jiawei ZhouExplanation FaithfulnessFaithfulness

  15. On the Generalization of Steering Vectors for Chain-of-Thought Faithfulness

    Jul 31, 2026Matthew Nguyen, Kyle Cox, Austin Meek +1Explanation FaithfulnessFaithfulness

  16. On Improving Faithfulness of Podcasts from Documents

    Jul 24, 2026Soumya Dutta, Tejas Indulal Dhamecha, Pannaga ShivaswamyExplanation FaithfulnessFaithfulness

  17. The Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol

    Jul 15, 2026Serkan BallıLlm-As-A-JudgeText Corpora

  18. Relaxing Faithfulness with Intervention-Only Causal Discovery

    Jul 13, 2026Bijan Mazaheri, Jiaqi Zhang, Caroline UhlerCausal Foundation ModelsConditional Independence

  19. Faithful by Design: Evaluating and Improving LLM-Generated Clinical Trial Summaries for Multi-Stakeholder Audiences

    Jul 10, 2026Robert WilliamsSummarizationExplanation Faithfulness

  20. What LLM Forecasters Know but Don't Say: Probing Internal Representations for Calibration and Faithfulness

    Jul 9, 2026Raphaël Sarfati, Pratyush Ranjan Tiwari, Siddharth Boppana +3Load ForecastingChain-of-Thought Reasoning

  21. Hallucination Self-Play: Bootstrapping Reinforced Detector via Evolved Generator

    Jul 8, 2026Shiping Yang, Shining Liang, Weihao Liu +4HallucinationsFaithfulness

  22. Faithfulness to Refusal: A Causal Audit of Neuron Selectors

    Jul 6, 2026Ananth Eswar, Pratinav Seth, Utsav Avaiya +1RefusalsAlgorithm Auditing

  23. Do Vision-Language-Action Models Mean What They Say? On the Role of Faithfulness in Embodied Reasoning

    Jul 6, 2026Matthew Foutter, Matteo Cercola, Lena Wild +4Vision-Language-Action ModelsEfficient Chain-Of-Thought Reasoning

  24. Arena-T2I Hard: Benchmarking and Improving Faithfulness with Dependency-Aware Checklist

    Jun 30, 2026Yuanhao Ban, Tong Xie, Sohyun An +6Text-To-ImageExplanation Faithfulness

  25. On the Faithfulness of Post-Hoc Concept Bottleneck Models

    Jun 29, 2026Laines Schmalwasser, Jan Blunk, Niklas Penzel +2Class-Incremental Concept Bottleneck ModelPost-Hoc

  26. Reliability, Faithfulness, and the Limits of Post-hoc Explanations of Opaque Scientific Models

    Jun 28, 2026Nick Oh, Helen JinExplanation FaithfulnessPost-Hoc

  27. 5ting at SemEval-2026 Task 8: Strong End-to-End Multi-Turn RAG via LLM-Based Reranking and Faithfulness Control

    Jun 27, 2026Thien-Qua-T-Nguyen, Chi Hoang, Nguyen Tran +3RetrieversReranking

  28. A Red Teaming Framework for Large Language Models: A Case Study on Faithfulness Evaluation

    Jun 24, 2026Abrar Alotaibi, Raed Mughus, Moataz AhmedAdversarial PromptingRed-Teaming

  29. The Faithfulness Gap: Certifying Semantic Equivalence Between Natural-Language and Formal Mathematical Statements

    Jun 15, 2026Noor Islam S. Mohammad, Tamim SheikhAutoformalizationFormalization

  30. Precision Is Not Faithfulness: Coverage-Aware Evaluation of Grounded Generation with a Complete Oracle

    Jun 8, 2026Juan S. SantillanaExplanation FaithfulnessFaithfulness

  31. Doing What They Say, Not What They Reason: Locating the Faithfulness Gap in LLM Agents

    May 30, 2026Yufeng WangLarge Language Model AgentsAdherence

  32. Faithfulness Metrics Don't Measure Faithfulness: A Meta-Evaluation with Ground Truth

    May 24, 2026Yoav Gur-Arieh, Ana Marasović, Mor GevaFaithfulnessGround Truth

  33. Investigating the Interplay between Contextual and Parametric Chain-of-Thought Faithfulness under Optimization

    May 24, 2026Jingyi Sun, Qianli Wang, Pepa Atanasova +2Explanation FaithfulnessFaithfulness

  34. Faithfulness as Information Flow: Evaluating and Training Faithful Chain-of-Thought Reasoning

    May 22, 2026Jinghan Jia, Joe Benton, Eric EasleyExplanation FaithfulnessFaithfulness

  35. Faithful-MR1: Faithful Multimodal Reasoning via Anchoring and Reinforcing Visual Attention

    May 21, 2026Changyuan Tian, Zhicong Lu, Huaxing Liu +7Multimodal ReasoningMultimodal Learning

  36. Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution Shift

    May 21, 2026Sungjun Lim, Heedong Kim, Andrew Lee +1Model InterpretabilityMechanistic Interpretability

  37. Is VLA Reasoning Faithful? Probing Safety of Chain-of-Causation in Autonomous Driving Models

    May 17, 2026Nicanor Mayumu, Xiaoheng Deng, Patrick MukalaAutonomous DrivingVision-Language-Action Models

  38. AIM: Adversarial Information Masking for Faithfulness Evaluation of Saliency Maps

    May 16, 2026Chia-Ying Hsieh, Hsin-Yuan Fang, Chun-Shu WeiSaliencyAdversarial Transferability

  39. Zero-Shot Faithful Textual Explanations via Directional-Derivative Influence on Predictions

    May 16, 2026Toshinori Yamauchi, Hiroshi Kera, Kazuhiko KawamotoExplainabilityExplanation Faithfulness

  40. Fluency and Faithfulness in Human and Machine Literary Translation

    May 14, 2026Sarah Griebel, Ted UnderwoodFluencyLiterature

  41. Can MLLMs Reason About Visual Persuasion? Evaluating the Efficacy and Faithfulness of Reasoning

    May 9, 2026Naeun Lee, Hyunjong Kim, Sunghwan Choi +2PersuasionKnowledge-Grounded Reasoning

  42. Faithfulness-QA: A Counterfactual Entity Substitution Dataset for Training Context-Faithful RAG Models

    Apr 28, 2026Li Ju, Junzhe Wang, Qi ZhangMulti-Hop Question Answering BenchmarksFaithfulness

  43. KoALa-Bench: Evaluating Large Audio Language Models on Korean Speech Understanding and Faithfulness

    Mar 30, 2026Jinyoung Kim, Hyeongsoo Lim, Eunseo Seo +4Large Audio Language ModelsMultilingual Benchmark

  44. Verbosity Tradeoffs and the Impact of Scale on the Faithfulness of LLM Self-Explanations

    Mar 17, 2025Noah Y. Siegel, Nicolas Heess, Maria Perez-Ortiz +1Explanation FaithfulnessFaithfulness