Cover Image

Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Paul, Debjit, West, Robert, Bosselut, Antoine, Faltings, Boi
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

REFINER: Reasoning Feedback on Intermediate Representations
by: Paul, Debjit, et al.
Published: (2023)

Exploring Defeasibility in Causal Reasoning
by: Cui, Shaobo, et al.
Published: (2024)

A Logical Fallacy-Informed Framework for Argument Generation
by: Mouchel, Luca, et al.
Published: (2024)

Nuance Matters: Probing Epistemic Consistency in Causal Reasoning
by: Cui, Shaobo, et al.
Published: (2024)

Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
by: Tutek, Martin, et al.
Published: (2025)

The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning
by: Cui, Shaobo, et al.
Published: (2024)

Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
by: Arcuschin, Iván, et al.
Published: (2025)

Do LLMs Game Formalization? Evaluating Faithfulness in Logical Reasoning
by: Kim, Kyuhee, et al.
Published: (2026)

Unraveling Misinformation Propagation in LLM Reasoning
by: Feng, Yiyang, et al.
Published: (2025)

Faithful Logical Reasoning via Symbolic Chain-of-Thought
by: Xu, Jundong, et al.
Published: (2024)

Mechanistic Evidence for Faithfulness Decay in Chain-of-Thought Reasoning
by: Ye, Donald, et al.
Published: (2026)

Faithfulness as Information Flow: Evaluating and Training Faithful Chain-of-Thought Reasoning
by: Jia, Jinghan, et al.
Published: (2026)

Lie to Me: How Faithful Is Chain-of-Thought Reasoning in Reasoning Models?
by: Young, Richard J.
Published: (2026)

On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models
by: Tanneru, Sree Harsha, et al.
Published: (2024)

Evaluating GRPO and DPO for Faithful Chain-of-Thought Reasoning in LLMs
by: Mohammadi, Hadi, et al.
Published: (2025)

Creativity in AI: Progresses and Challenges
by: Ismayilzada, Mete, et al.
Published: (2024)

C2-Faith: Benchmarking LLM Judges for Causal and Coverage Faithfulness in Chain-of-Thought Reasoning
by: Mittal, Avni, et al.
Published: (2026)

Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models
by: Chen, Yangyi, et al.
Published: (2023)

Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision
by: Zhu, Dawei, et al.
Published: (2025)

Parity-Aware Byte-Pair Encoding: Improving Cross-lingual Fairness in Tokenization
by: Foroutan, Negar, et al.
Published: (2025)

A Comprehensive Evaluation of Multilingual Chain-of-Thought Reasoning: Performance, Consistency, and Faithfulness Across Languages
by: Zhao, Raoyuan, et al.
Published: (2025)

Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
by: Zhang, Xuan, et al.
Published: (2024)

Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions
by: Ranaldi, Leonardo, et al.
Published: (2025)

Efficient Tool Use with Chain-of-Abstraction Reasoning
by: Gao, Silin, et al.
Published: (2024)

Measuring Chain-of-Thought Monitorability Through Faithfulness and Verbosity
by: Meek, Austin, et al.
Published: (2025)

Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
by: Fang, Tianqing, et al.
Published: (2024)

AbstRaL: Augmenting LLMs' Reasoning by Reinforcing Abstract Thinking
by: Gao, Silin, et al.
Published: (2025)

Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in LLMs
by: Ahrend, Patrick, et al.
Published: (2026)

Enhancing Retrieval Systems with Inference-Time Logical Reasoning
by: Faltings, Felix, et al.
Published: (2025)

PERK: Long-Context Reasoning as Parameter-Efficient Test-Time Learning
by: Chen, Zeming, et al.
Published: (2025)

Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning
by: Wang, Tianduo, et al.
Published: (2024)

Chain-of-Thought Reasoning Without Prompting
by: Wang, Xuezhi, et al.
Published: (2024)

Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning
by: Yu, Xiangning, et al.
Published: (2025)

Chain-of-Thought Reasoning Improves Context-Aware Translation with Large Language Models
by: Ataee, Shabnam, et al.
Published: (2025)

SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
by: Lv, Weijiang, et al.
Published: (2026)

On the Impact of Fine-Tuning on Chain-of-Thought Reasoning
by: Lobo, Elita, et al.
Published: (2024)

Efficient Reasoning via Chain of Unconscious Thought
by: Gong, Ruihan, et al.
Published: (2025)

Fractured Chain-of-Thought Reasoning
by: Liao, Baohao, et al.
Published: (2025)

Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025)

RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025)