Image de couverture de livre

Logit-Entropy Adaptive Stopping Heuristic for Efficient Chain-of-Thought Reasoning

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Quamar, Mohammad Atif, Areeb, Mohammad
Format:	Preprint
Publié:	2025
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Reliable Chain-of-Thought via Prefix Consistency
par: Iwase, Naoto, et autres
Publié: (2026)

STARS: Synchronous Token Alignment for Robust Supervision in Large Language Models
par: Quamar, Mohammad Atif, et autres
Publié: (2025)

Adaptive Blockwise Search: Inference-Time Alignment for Large Language Models
par: Quamar, Mohammad Atif, et autres
Publié: (2025)

Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
par: Sun, Renliang, et autres
Publié: (2025)

Chain-of-Thought Augmentation with Logit Contrast for Enhanced Reasoning in Language Models
par: Shim, Jay, et autres
Publié: (2024)

LogitsCoder: Towards Efficient Chain-of-Thought Path Search via Logits Preference Decoding for Code Generation
par: Chen, Jizheng, et autres
Publié: (2026)

ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
par: Xiong, Xuan, et autres
Publié: (2026)

Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
par: Zbeeb, Mohammad, et autres
Publié: (2025)

Efficient Reasoning via Chain of Unconscious Thought
par: Gong, Ruihan, et autres
Publié: (2025)

TERMINATOR: Learning Optimal Exit Points for Early Stopping in Chain-of-Thought Reasoning
par: Nagle, Alliot, et autres
Publié: (2026)

Efficient Reasoning for LLMs through Speculative Chain-of-Thought
par: Wang, Jikai, et autres
Publié: (2025)

Markov Chain of Thought for Efficient Mathematical Reasoning
par: Yang, Wen, et autres
Publié: (2024)

Learning Modal-Mixed Chain-of-Thought Reasoning with Latent Embeddings
par: Shao, Yifei, et autres
Publié: (2026)

TRACES: Tagging Reasoning Steps for Adaptive Cost-Efficient Early-Stopping
par: Belkhiter, Yannis, et autres
Publié: (2026)

SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
par: Xu, Yige, et autres
Publié: (2025)

Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
par: Cheng, Jeffrey, et autres
Publié: (2024)

Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought
par: Ramji, Keshav, et autres
Publié: (2026)

Reasoning Efficiently Through Adaptive Chain-of-Thought Compression: A Self-Optimizing Framework
par: Huang, Kerui, et autres
Publié: (2025)

Chain-of-Thought Reasoning Without Prompting
par: Wang, Xuezhi, et autres
Publié: (2024)

Value-Guided Search for Efficient Chain-of-Thought Reasoning
par: Wang, Kaiwen, et autres
Publié: (2025)

Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning
par: Zhang, Jia-Chen, et autres
Publié: (2026)

Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning
par: Li, Xintong, et autres
Publié: (2026)

Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models
par: Yao, Yao, et autres
Publié: (2023)

On the Impact of Fine-Tuning on Chain-of-Thought Reasoning
par: Lobo, Elita, et autres
Publié: (2024)

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures
par: Pandey, Tushar, et autres
Publié: (2025)

Draft-Thinking: Learning Efficient Reasoning in Long Chain-of-Thought LLMs
par: Cao, Jie, et autres
Publié: (2026)

ConMax: Confidence-Maximizing Compression for Efficient Chain-of-Thought Reasoning
par: Hu, Minda, et autres
Publié: (2026)

Adaptive Stopping for Multi-Turn LLM Reasoning
par: Zhou, Xiaofan, et autres
Publié: (2026)

S3-CoT: Self-Sampled Succinct Reasoning Enables Efficient Chain-of-Thought LLMs
par: Du, Yanrui, et autres
Publié: (2026)

Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems
par: Miner, Stephen, et autres
Publié: (2024)

Latent Chain-of-Thought for Visual Reasoning
par: Sun, Guohao, et autres
Publié: (2025)

Slow Tuning and Low-Entropy Masking for Safe Chain-of-Thought Distillation
par: Ma, Ziyang, et autres
Publié: (2025)

Fractured Chain-of-Thought Reasoning
par: Liao, Baohao, et autres
Publié: (2025)

Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning
par: Lin, Honglin, et autres
Publié: (2025)

Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
par: Chen, Xinghao, et autres
Publié: (2025)

Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
par: Tutek, Martin, et autres
Publié: (2025)

Faithful Logical Reasoning via Symbolic Chain-of-Thought
par: Xu, Jundong, et autres
Publié: (2024)

Mechanistic Evidence for Faithfulness Decay in Chain-of-Thought Reasoning
par: Ye, Donald, et autres
Publié: (2026)

Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning
par: Paul, Debjit, et autres
Publié: (2024)

RouteGoT: Node-Adaptive Routing for Cost-Efficient Graph of Thoughts Reasoning
par: Liu, Yuhang, et autres
Publié: (2026)