Efficient Reasoning for LLMs through Speculative Chain-of-Thought
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Jikai, Li, Juntao, Hou, Jianye, Yan, Bowen, Wu, Lijun, Zhang, Min |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning
by: Lin, Honglin, et al.
Published: (2025)
by: Lin, Honglin, et al.
Published: (2025)
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification
by: Wang, Jikai, et al.
Published: (2025)
by: Wang, Jikai, et al.
Published: (2025)
OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure
by: Wang, Jikai, et al.
Published: (2024)
by: Wang, Jikai, et al.
Published: (2024)
Accelerate Speculative Decoding with Sparse Computation in Verification
by: Wang, Jikai, et al.
Published: (2025)
by: Wang, Jikai, et al.
Published: (2025)
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
by: Zhang, Xuan, et al.
Published: (2024)
by: Zhang, Xuan, et al.
Published: (2024)
Draft-Thinking: Learning Efficient Reasoning in Long Chain-of-Thought LLMs
by: Cao, Jie, et al.
Published: (2026)
by: Cao, Jie, et al.
Published: (2026)
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
by: Xu, Yige, et al.
Published: (2025)
by: Xu, Yige, et al.
Published: (2025)
Short Chains, Deep Thoughts: Balancing Reasoning Efficiency and Intra-Segment Capability via Split-Merge Optimization
by: Gui, Runquan, et al.
Published: (2026)
by: Gui, Runquan, et al.
Published: (2026)
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
by: Li, Yiqi, et al.
Published: (2025)
by: Li, Yiqi, et al.
Published: (2025)
Strategic Chain-of-Thought: Guiding Accurate Reasoning in LLMs through Strategy Elicitation
by: Wang, Yu, et al.
Published: (2024)
by: Wang, Yu, et al.
Published: (2024)
Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
by: Zhang, Chenyuan, et al.
Published: (2026)
by: Zhang, Chenyuan, et al.
Published: (2026)
Efficient Reasoning via Chain of Unconscious Thought
by: Gong, Ruihan, et al.
Published: (2025)
by: Gong, Ruihan, et al.
Published: (2025)
To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering
by: Zhan, Zaifu, et al.
Published: (2026)
by: Zhan, Zaifu, et al.
Published: (2026)
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought
by: Zhang, Bowen, et al.
Published: (2023)
by: Zhang, Bowen, et al.
Published: (2023)
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction
by: Ma, Xilai, et al.
Published: (2023)
by: Ma, Xilai, et al.
Published: (2023)
S3-CoT: Self-Sampled Succinct Reasoning Enables Efficient Chain-of-Thought LLMs
by: Du, Yanrui, et al.
Published: (2026)
by: Du, Yanrui, et al.
Published: (2026)
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding?
by: Tang, Zecheng, et al.
Published: (2024)
by: Tang, Zecheng, et al.
Published: (2024)
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems
by: Miner, Stephen, et al.
Published: (2024)
by: Miner, Stephen, et al.
Published: (2024)
Demystifying Long Chain-of-Thought Reasoning in LLMs
by: Yeo, Edward, et al.
Published: (2025)
by: Yeo, Edward, et al.
Published: (2025)
Accelerating Large Language Model Reasoning via Speculative Search
by: Wang, Zhihai, et al.
Published: (2025)
by: Wang, Zhihai, et al.
Published: (2025)
Evaluating GRPO and DPO for Faithful Chain-of-Thought Reasoning in LLMs
by: Mohammadi, Hadi, et al.
Published: (2025)
by: Mohammadi, Hadi, et al.
Published: (2025)
Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMs
by: Yuan, Hongyuan, et al.
Published: (2026)
by: Yuan, Hongyuan, et al.
Published: (2026)
DiffCoT: Diffusion-styled Chain-of-Thought Reasoning in LLMs
by: Cao, Shidong, et al.
Published: (2026)
by: Cao, Shidong, et al.
Published: (2026)
ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs
by: Zou, Jiaru, et al.
Published: (2025)
by: Zou, Jiaru, et al.
Published: (2025)
LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning
by: Liu, Tao, et al.
Published: (2025)
by: Liu, Tao, et al.
Published: (2025)
Direct Value Optimization: Improving Chain-of-Thought Reasoning in LLMs with Refined Values
by: Zhang, Hongbo, et al.
Published: (2025)
by: Zhang, Hongbo, et al.
Published: (2025)
Keypoint-based Progressive Chain-of-Thought Distillation for LLMs
by: Feng, Kaituo, et al.
Published: (2024)
by: Feng, Kaituo, et al.
Published: (2024)
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought
by: Jiang, Zhuoxuan, et al.
Published: (2024)
by: Jiang, Zhuoxuan, et al.
Published: (2024)
ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
by: Xiong, Xuan, et al.
Published: (2026)
by: Xiong, Xuan, et al.
Published: (2026)
Chain-of-Thought Reasoning Without Prompting
by: Wang, Xuezhi, et al.
Published: (2024)
by: Wang, Xuezhi, et al.
Published: (2024)
Markov Chain of Thought for Efficient Mathematical Reasoning
by: Yang, Wen, et al.
Published: (2024)
by: Yang, Wen, et al.
Published: (2024)
Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning
by: Li, Xintong, et al.
Published: (2026)
by: Li, Xintong, et al.
Published: (2026)
Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns
by: Zhang, Yufeng, et al.
Published: (2024)
by: Zhang, Yufeng, et al.
Published: (2024)
Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in LLMs
by: Ahrend, Patrick, et al.
Published: (2026)
by: Ahrend, Patrick, et al.
Published: (2026)
Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
by: Cheng, Jeffrey, et al.
Published: (2024)
by: Cheng, Jeffrey, et al.
Published: (2024)
DualCoTs: Dual Chain-of-Thoughts Prompting for Sentiment Lexicon Expansion of Idioms
by: Niu, Fuqiang, et al.
Published: (2024)
by: Niu, Fuqiang, et al.
Published: (2024)
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering
by: Wu, Yexin, et al.
Published: (2024)
by: Wu, Yexin, et al.
Published: (2024)
Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning
by: Zhang, Jia-Chen, et al.
Published: (2026)
by: Zhang, Jia-Chen, et al.
Published: (2026)
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models
by: Yao, Yao, et al.
Published: (2023)
by: Yao, Yao, et al.
Published: (2023)
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning
by: Hou, Bairu, et al.
Published: (2025)
by: Hou, Bairu, et al.
Published: (2025)
Similar Items
-
Scaling Code-Assisted Chain-of-Thoughts and Instructions for Model Reasoning
by: Lin, Honglin, et al.
Published: (2025) -
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification
by: Wang, Jikai, et al.
Published: (2025) -
OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure
by: Wang, Jikai, et al.
Published: (2024) -
Accelerate Speculative Decoding with Sparse Computation in Verification
by: Wang, Jikai, et al.
Published: (2025) -
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
by: Zhang, Xuan, et al.
Published: (2024)