CIRF: Tokenizing Chain-of-Thoughts into Reusable Functional Units for Efficient Latent Reasoning in Large Language Models
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Lee, Yukyung, Shen, Yumeng, Park, Jinhyeong, Yang, Hyein, Park, Jun-Hyung |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models
par: Chu, Yunlong, et autres
Publié: (2026)
par: Chu, Yunlong, et autres
Publié: (2026)
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models
par: Xu, Ancheng, et autres
Publié: (2024)
par: Xu, Ancheng, et autres
Publié: (2024)
Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models
par: Hagendorff, Thilo, et autres
Publié: (2025)
par: Hagendorff, Thilo, et autres
Publié: (2025)
Evaluating Chain-of-Thought Reasoning through Reusability and Verifiability
par: Aggarwal, Shashank, et autres
Publié: (2026)
par: Aggarwal, Shashank, et autres
Publié: (2026)
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
par: Chen, Xinghao, et autres
Publié: (2025)
par: Chen, Xinghao, et autres
Publié: (2025)
Reasoning Beyond Chain-of-Thought: A Latent Computational Mode in Large Language Models
par: He, Zhenghao, et autres
Publié: (2026)
par: He, Zhenghao, et autres
Publié: (2026)
Pretraining with Token-Level Adaptive Latent Chain-of-Thought
par: Zeng, Boyi, et autres
Publié: (2026)
par: Zeng, Boyi, et autres
Publié: (2026)
Finding Answers in Thought Matters: Revisiting Evaluation on Large Language Models with Reasoning
par: Jo, Hwiyeol, et autres
Publié: (2025)
par: Jo, Hwiyeol, et autres
Publié: (2025)
Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought
par: Ramji, Keshav, et autres
Publié: (2026)
par: Ramji, Keshav, et autres
Publié: (2026)
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models
par: Tanneru, Sree Harsha, et autres
Publié: (2024)
par: Tanneru, Sree Harsha, et autres
Publié: (2024)
Latent Chain-of-Thought for Visual Reasoning
par: Sun, Guohao, et autres
Publié: (2025)
par: Sun, Guohao, et autres
Publié: (2025)
Chain-of-Thought Reasoning with Large Language Models for Clinical Alzheimer's Disease Assessment and Diagnosis
par: Zhang, Tongze, et autres
Publié: (2026)
par: Zhang, Tongze, et autres
Publié: (2026)
Does "Reasoning" with Large Language Models Improve Recognizing, Generating, and Reframing Unhelpful Thoughts?
par: Qi, Yilin, et autres
Publié: (2025)
par: Qi, Yilin, et autres
Publié: (2025)
Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
par: Wang, Yifan, et autres
Publié: (2026)
par: Wang, Yifan, et autres
Publié: (2026)
Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
par: Zhang, Chenyuan, et autres
Publié: (2026)
par: Zhang, Chenyuan, et autres
Publié: (2026)
CLIP Tricks You: Training-free Token Pruning for Efficient Pixel Grounding in Large VIsion-Language Models
par: Lee, Sangin, et autres
Publié: (2026)
par: Lee, Sangin, et autres
Publié: (2026)
Pushing on Multilingual Reasoning Models with Language-Mixed Chain-of-Thought
par: Son, Guijin, et autres
Publié: (2025)
par: Son, Guijin, et autres
Publié: (2025)
Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models
par: Liu, Peijie, et autres
Publié: (2025)
par: Liu, Peijie, et autres
Publié: (2025)
Zero-shot Commonsense Reasoning over Machine Imagination
par: Park, Hyuntae, et autres
Publié: (2024)
par: Park, Hyuntae, et autres
Publié: (2024)
Latent Thoughts Tuning: Bridging Context and Reasoning with Fused Information in Latent Tokens
par: Liu, Weihao, et autres
Publié: (2026)
par: Liu, Weihao, et autres
Publié: (2026)
Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought
par: Lee, Jooyoung, et autres
Publié: (2024)
par: Lee, Jooyoung, et autres
Publié: (2024)
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models
par: Yao, Yao, et autres
Publié: (2023)
par: Yao, Yao, et autres
Publié: (2023)
Uncovering Latent Chain of Thought Vectors in Language Models
par: Zhang, Jason, et autres
Publié: (2024)
par: Zhang, Jason, et autres
Publié: (2024)
Chain-of-Thought Reasoning Improves Context-Aware Translation with Large Language Models
par: Ataee, Shabnam, et autres
Publié: (2025)
par: Ataee, Shabnam, et autres
Publié: (2025)
Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns
par: Zhang, Yufeng, et autres
Publié: (2024)
par: Zhang, Yufeng, et autres
Publié: (2024)
Effectiveness of Chain-of-Thought in Distilling Reasoning Capability from Large Language Models
par: Do, Cong-Thanh, et autres
Publié: (2025)
par: Do, Cong-Thanh, et autres
Publié: (2025)
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?
par: He, Yancheng, et autres
Publié: (2025)
par: He, Yancheng, et autres
Publié: (2025)
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models
par: Liu, Bingshuai, et autres
Publié: (2023)
par: Liu, Bingshuai, et autres
Publié: (2023)
SmartThinker: Progressive Chain-of-Thought Length Calibration for Efficient Large Language Model Reasoning
par: Hu, Chenzhi, et autres
Publié: (2026)
par: Hu, Chenzhi, et autres
Publié: (2026)
LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning
par: Xu, Zifan, et autres
Publié: (2023)
par: Xu, Zifan, et autres
Publié: (2023)
Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation
par: Waheed, Abdul, et autres
Publié: (2025)
par: Waheed, Abdul, et autres
Publié: (2025)
Markov Chain of Thought for Efficient Mathematical Reasoning
par: Yang, Wen, et autres
Publié: (2024)
par: Yang, Wen, et autres
Publié: (2024)
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
par: Yang, Ling, et autres
Publié: (2024)
par: Yang, Ling, et autres
Publié: (2024)
Policy Frameworks for Transparent Chain-of-Thought Reasoning in Large Language Models
par: Chen, Yihang, et autres
Publié: (2025)
par: Chen, Yihang, et autres
Publié: (2025)
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
par: Cui, Yingqian, et autres
Publié: (2025)
par: Cui, Yingqian, et autres
Publié: (2025)
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models
par: Yu, Bin, et autres
Publié: (2025)
par: Yu, Bin, et autres
Publié: (2025)
Why Can Large Language Models Generate Correct Chain-of-Thoughts?
par: Tutunov, Rasul, et autres
Publié: (2023)
par: Tutunov, Rasul, et autres
Publié: (2023)
Efficient Reasoning via Chain of Unconscious Thought
par: Gong, Ruihan, et autres
Publié: (2025)
par: Gong, Ruihan, et autres
Publié: (2025)
Zero-Shot Chain-of-Thought Reasoning Guided by Evolutionary Algorithms in Large Language Models
par: Jin, Feihu, et autres
Publié: (2024)
par: Jin, Feihu, et autres
Publié: (2024)
Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic
par: Zhao, Xufeng, et autres
Publié: (2023)
par: Zhao, Xufeng, et autres
Publié: (2023)
Documents similaires
-
SPOT: Span-level Pause-of-Thought for Efficient and Interpretable Latent Reasoning in Large Language Models
par: Chu, Yunlong, et autres
Publié: (2026) -
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models
par: Xu, Ancheng, et autres
Publié: (2024) -
Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models
par: Hagendorff, Thilo, et autres
Publié: (2025) -
Evaluating Chain-of-Thought Reasoning through Reusability and Verifiability
par: Aggarwal, Shashank, et autres
Publié: (2026) -
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
par: Chen, Xinghao, et autres
Publié: (2025)