Cover Image

Demystifying Long Chain-of-Thought Reasoning in LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yeo, Edward, Tong, Yuxuan, Niu, Morry, Neubig, Graham, Yue, Xiang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Demystifying Chains, Trees, and Graphs of Thoughts
by: Besta, Maciej, et al.
Published: (2024)

Dissecting Long-Chain-of-Thought Reasoning Models: An Empirical Study
by: Mu, Yongyu, et al.
Published: (2025)

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

Long Chain-of-Thought Reasoning Across Languages
by: Barua, Josh, et al.
Published: (2025)

Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning
by: Sutawika, Lintang, et al.
Published: (2026)

Grounding Multilingual Multimodal LLMs With Cultural Knowledge
by: Nyandwi, Jean de Dieu, et al.
Published: (2025)

Understanding Hidden Computations in Chain-of-Thought Reasoning
by: Bharadwaj, Aryasomayajula Ram
Published: (2024)

Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning
by: Li, Miao, et al.
Published: (2026)

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

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens
by: Zhao, Chengshuai, et al.
Published: (2025)

Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment
by: Zhang, Yunfan, et al.
Published: (2025)

Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning
by: Gu, Yu, et al.
Published: (2026)

Do LLMs Understand Your Translations? Evaluating Paragraph-level MT with Question Answering
by: Fernandes, Patrick, et al.
Published: (2025)

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)

Hidden Error Awareness in Chain-of-Thought Reasoning: The Signal Is Diagnostic, Not Causal
by: Yuan, Aojie, et al.
Published: (2026)

Offline Exploration-Aware Fine-Tuning for Long-Chain Mathematical Reasoning
by: Mu, Yongyu, et al.
Published: (2026)

NPG-Muse: Scaling Long Chain-of-Thought Reasoning with NP-Hard Graph Problems
by: Wang, Yuyao, et al.
Published: (2025)

Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes
by: Kolawole, Steven, et al.
Published: (2024)

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models
by: Li, Zihao, et al.
Published: (2025)

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

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

Compositional Reasoning with Transformers, RNNs, and Chain of Thought
by: Yehudai, Gilad, et al.
Published: (2025)

Scalable Chain of Thoughts via Elastic Reasoning
by: Xu, Yuhui, et al.
Published: (2025)

A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration
by: Cui, Yingqian, et al.
Published: (2024)

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought
by: Zhang, Boxuan, et al.
Published: (2025)

Internal Chain-of-Thought: Empirical Evidence for Layer-wise Subtask Scheduling in LLMs
by: Yang, Zhipeng, et al.
Published: (2025)

Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL
by: Yao, Jiarui, et al.
Published: (2025)

Understanding Chain-of-Thought in LLMs through Information Theory
by: Ton, Jean-Francois, et al.
Published: (2024)

OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification
by: Wu, Zijian, et al.
Published: (2025)

Value-Guided Search for Efficient Chain-of-Thought Reasoning
by: Wang, Kaiwen, et al.
Published: (2025)

Enhancing Generalization in Chain of Thought Reasoning for Smaller Models
by: Yin, Maxwell J., et al.
Published: (2025)

Understanding Reasoning in Chain-of-Thought from the Hopfieldian View
by: Hu, Lijie, et al.
Published: (2024)

Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning
by: Li, Xintong, et al.
Published: (2026)

FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning
by: Xie, Zhuohan, et al.
Published: (2025)

Demystifying Language Model Forgetting with Low-rank Example Associations
by: Jin, Xisen, et al.
Published: (2024)

Generating Chain-of-Thoughts with a Pairwise-Comparison Approach to Searching for the Most Promising Intermediate Thought
by: Zhang, Zhen-Yu, et al.
Published: (2024)

When More is Less: Understanding Chain-of-Thought Length in LLMs
by: Wu, Yuyang, et al.
Published: (2025)

Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025)

Verifying Chain-of-Thought Reasoning via Its Computational Graph
by: Zhao, Zheng, et al.
Published: (2025)

Reasoning Theater: Disentangling Model Beliefs from Chain-of-Thought
by: Boppana, Siddharth, et al.
Published: (2026)