Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Xinghao, Zhao, Anhao, Xia, Heming, Lu, Xuan, Wang, Hanlin, Chen, Yanjun, Zhang, Wei, Wang, Jian, Li, Wenjie, Shen, Xiaoyu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning
by: Chen, Yanjun, et al.
Published: (2025)
by: Chen, Yanjun, et al.
Published: (2025)
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025)
by: Chen, Xinghao, 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)
Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025)
by: Sun, Guohao, et al.
Published: (2025)
TokenSkip: Controllable Chain-of-Thought Compression in LLMs
by: Xia, Heming, et al.
Published: (2025)
by: Xia, Heming, et al.
Published: (2025)
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)
Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models
by: Hagendorff, Thilo, et al.
Published: (2025)
by: Hagendorff, Thilo, 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)
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)
Finding RELIEF: Shaping Reasoning Behavior without Reasoning Supervision via Belief Engineering
by: Leong, Chak Tou, et al.
Published: (2026)
by: Leong, Chak Tou, et al.
Published: (2026)
Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
by: Wang, Yifan, et al.
Published: (2026)
by: Wang, Yifan, et al.
Published: (2026)
Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization
by: Wang, Jiecong, et al.
Published: (2026)
by: Wang, Jiecong, 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)
Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning
by: Wang, Tianduo, et al.
Published: (2024)
by: Wang, Tianduo, et al.
Published: (2024)
Beyond Surface Reasoning: Unveiling the True Long Chain-of-Thought Capacity of Diffusion Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
ReGuLaR: Variational Latent Reasoning Guided by Rendered Chain-of-Thought
by: Wang, Fanmeng, et al.
Published: (2026)
by: Wang, Fanmeng, et al.
Published: (2026)
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
by: Xia, Yu, et al.
Published: (2024)
by: Xia, Yu, et al.
Published: (2024)
Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
by: Sun, Renliang, et al.
Published: (2025)
by: Sun, Renliang, et al.
Published: (2025)
The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models
by: Chen, Yanjun, et al.
Published: (2024)
by: Chen, Yanjun, et al.
Published: (2024)
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)
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)
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
by: Qi, Yukun, et al.
Published: (2025)
by: Qi, Yukun, et al.
Published: (2025)
Putting on the Thinking Hats: A Survey on Chain of Thought Fine-tuning from the Perspective of Human Reasoning Mechanism
by: Chen, Xiaoshu, et al.
Published: (2025)
by: Chen, Xiaoshu, et al.
Published: (2025)
CIRF: Tokenizing Chain-of-Thoughts into Reusable Functional Units for Efficient Latent Reasoning in Large Language Models
by: Lee, Yukyung, et al.
Published: (2026)
by: Lee, Yukyung, et al.
Published: (2026)
Chain-of-Thought Reasoning Without Prompting
by: Wang, Xuezhi, et al.
Published: (2024)
by: Wang, Xuezhi, et al.
Published: (2024)
A Comprehensive Evaluation of Multilingual Chain-of-Thought Reasoning: Performance, Consistency, and Faithfulness Across Languages
by: Zhao, Raoyuan, et al.
Published: (2025)
by: Zhao, Raoyuan, et al.
Published: (2025)
Bounds of Chain-of-Thought Robustness: Reasoning Steps, Embed Norms, and Beyond
by: Wang, Dingzirui, et al.
Published: (2025)
by: Wang, Dingzirui, et al.
Published: (2025)
GRACE: Discriminator-Guided Chain-of-Thought Reasoning
by: Khalifa, Muhammad, et al.
Published: (2023)
by: Khalifa, Muhammad, et al.
Published: (2023)
Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster
by: Chen, Xiao, et al.
Published: (2025)
by: Chen, Xiao, et al.
Published: (2025)
Policy Frameworks for Transparent Chain-of-Thought Reasoning in Large Language Models
by: Chen, Yihang, et al.
Published: (2025)
by: Chen, Yihang, et al.
Published: (2025)
On the Role of Reasoning Patterns in the Generalization Discrepancy of Long Chain-of-Thought Supervised Fine-Tuning
by: Li, Zhaoyi, et al.
Published: (2026)
by: Li, Zhaoyi, et al.
Published: (2026)
Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation
by: Dai, Chengwei, et al.
Published: (2024)
by: Dai, Chengwei, et al.
Published: (2024)
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond
by: Qu, Xiaoye, et al.
Published: (2025)
by: Qu, Xiaoye, et al.
Published: (2025)
Beyond Fine-Tuning: In-Context Learning and Chain-of-Thought for Reasoned Distractor Generation
by: Alhazmi, Elaf, et al.
Published: (2026)
by: Alhazmi, Elaf, et al.
Published: (2026)
Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model
by: Ma, Ziyang, et al.
Published: (2025)
by: Ma, Ziyang, et al.
Published: (2025)
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought
by: Chen, Qiguang, et al.
Published: (2024)
by: Chen, Qiguang, et al.
Published: (2024)
LLM Latent Reasoning as Chain of Superposition
by: Deng, Jingcheng, et al.
Published: (2025)
by: Deng, Jingcheng, et al.
Published: (2025)
Latent Thinking Optimization: Your Latent Reasoning Language Model Secretly Encodes Reward Signals in Its Latent Thoughts
by: Du, Hanwen, et al.
Published: (2025)
by: Du, Hanwen, et al.
Published: (2025)
Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought
by: Ramji, Keshav, et al.
Published: (2026)
by: Ramji, Keshav, 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)
Similar Items
-
Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning
by: Chen, Yanjun, et al.
Published: (2025) -
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025) -
LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning
by: Xu, Zifan, et al.
Published: (2023) -
Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025) -
TokenSkip: Controllable Chain-of-Thought Compression in LLMs
by: Xia, Heming, et al.
Published: (2025)