Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation
Fuente:
arXiv
Saved in:
| Main Authors: | Dai, Chengwei, Li, Kun, Zhou, Wei, Hu, Songlin |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation
by: Dai, Chengwei, et al.
Published: (2024)
by: Dai, Chengwei, et al.
Published: (2024)
ConMax: Confidence-Maximizing Compression for Efficient Chain-of-Thought Reasoning
by: Hu, Minda, et al.
Published: (2026)
by: Hu, Minda, et al.
Published: (2026)
CtrlCoT: Dual-Granularity Chain-of-Thought Compression for Controllable Reasoning
by: Fan, Zhenxuan, et al.
Published: (2026)
by: Fan, Zhenxuan, et al.
Published: (2026)
Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought
by: Lee, Jooyoung, et al.
Published: (2024)
by: Lee, Jooyoung, et al.
Published: (2024)
CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards
by: Tian, Wei, et al.
Published: (2026)
by: Tian, Wei, et al.
Published: (2026)
Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025)
by: Sun, Guohao, et al.
Published: (2025)
Fractured Chain-of-Thought Reasoning
by: Liao, Baohao, et al.
Published: (2025)
by: Liao, Baohao, et al.
Published: (2025)
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning
by: Xu, Zifan, et al.
Published: (2023)
by: Xu, Zifan, et al.
Published: (2023)
Fine-Grained Behavior Simulation with Role-Playing Large Language Model on Social Media
by: Li, Kun, et al.
Published: (2024)
by: Li, Kun, et al.
Published: (2024)
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)
Understanding Reasoning in Chain-of-Thought from the Hopfieldian View
by: Hu, Lijie, et al.
Published: (2024)
by: Hu, Lijie, et al.
Published: (2024)
DRT: Deep Reasoning Translation via Long Chain-of-Thought
by: Wang, Jiaan, et al.
Published: (2024)
by: Wang, Jiaan, et al.
Published: (2024)
Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation
by: Shangguan, Haonan, et al.
Published: (2025)
by: Shangguan, Haonan, et al.
Published: (2025)
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026)
by: Chen, Qiguang, et al.
Published: (2026)
Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025)
by: Zhong, Yiwu, et al.
Published: (2025)
Preemptive Answer "Attacks" on Chain-of-Thought Reasoning
by: Xu, Rongwu, et al.
Published: (2024)
by: Xu, Rongwu, et al.
Published: (2024)
Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
by: Yu, Sheldon, et al.
Published: (2025)
by: Yu, Sheldon, et al.
Published: (2025)
Reasoning Beyond Chain-of-Thought: A Latent Computational Mode in Large Language Models
by: He, Zhenghao, et al.
Published: (2026)
by: He, Zhenghao, et al.
Published: (2026)
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)
by: Ye, Jiacheng, et al.
Published: (2024)
Lie to Me: How Faithful Is Chain-of-Thought Reasoning in Reasoning Models?
by: Young, Richard J.
Published: (2026)
by: Young, Richard J.
Published: (2026)
Markov Chain of Thought for Efficient Mathematical Reasoning
by: Yang, Wen, et al.
Published: (2024)
by: Yang, Wen, et al.
Published: (2024)
GRACE: Discriminator-Guided Chain-of-Thought Reasoning
by: Khalifa, Muhammad, et al.
Published: (2023)
by: Khalifa, Muhammad, et al.
Published: (2023)
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
by: Jiang, Fengqing, et al.
Published: (2025)
by: Jiang, Fengqing, et al.
Published: (2025)
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)
How does Chain of Thought Think? Mechanistic Interpretability of Chain-of-Thought Reasoning with Sparse Autoencoding
by: Chen, Xi, et al.
Published: (2025)
by: Chen, Xi, et al.
Published: (2025)
Teaching Models to Verbalize Reward Hacking in Chain-of-Thought Reasoning
by: Turpin, Miles, et al.
Published: (2025)
by: Turpin, Miles, et al.
Published: (2025)
Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization
by: Wang, Jiecong, et al.
Published: (2026)
by: Wang, Jiecong, et al.
Published: (2026)
Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation
by: Jing, Peiyuan, et al.
Published: (2025)
by: Jing, Peiyuan, et al.
Published: (2025)
ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
by: Xiong, Xuan, et al.
Published: (2026)
by: Xiong, Xuan, et al.
Published: (2026)
AdvChain: Adversarial Chain-of-Thought Tuning for Robust Safety Alignment of Large Reasoning Models
by: Zhu, Zihao, et al.
Published: (2025)
by: Zhu, Zihao, et al.
Published: (2025)
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search
by: Shen, Maohao, et al.
Published: (2025)
by: Shen, Maohao, et al.
Published: (2025)
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering
by: Wu, Yexin, et al.
Published: (2024)
by: Wu, Yexin, 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)
Scalable Chain of Thoughts via Elastic Reasoning
by: Xu, Yuhui, et al.
Published: (2025)
by: Xu, Yuhui, et al.
Published: (2025)
Learning to Maximize Mutual Information for Chain-of-Thought Distillation
by: Chen, Xin, et al.
Published: (2024)
by: Chen, Xin, et al.
Published: (2024)
Expanding Reasoning Potential in Foundation Model by Learning Diverse Chains of Thought Patterns
by: Zhang, Xuemiao, et al.
Published: (2025)
by: Zhang, Xuemiao, et al.
Published: (2025)
Value-Guided Search for Efficient Chain-of-Thought Reasoning
by: Wang, Kaiwen, et al.
Published: (2025)
by: Wang, Kaiwen, et al.
Published: (2025)
Dual-Head Reasoning Distillation: Improving Classifier Accuracy with Train-Time-Only Reasoning
by: Xu, Jillian, et al.
Published: (2025)
by: Xu, Jillian, et al.
Published: (2025)
Diagnosing Memorization in Chain-of-Thought Reasoning, One Token at a Time
by: Li, Huihan, et al.
Published: (2025)
by: Li, Huihan, et al.
Published: (2025)
Similar Items
-
Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation
by: Dai, Chengwei, et al.
Published: (2024) -
ConMax: Confidence-Maximizing Compression for Efficient Chain-of-Thought Reasoning
by: Hu, Minda, et al.
Published: (2026) -
CtrlCoT: Dual-Granularity Chain-of-Thought Compression for Controllable Reasoning
by: Fan, Zhenxuan, et al.
Published: (2026) -
Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought
by: Lee, Jooyoung, et al.
Published: (2024) -
CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards
by: Tian, Wei, et al.
Published: (2026)