DART: Distilling Autoregressive Reasoning to Silent Thought
Fuente:
arXiv
Saved in:
| Main Authors: | Jiang, Nan, Wu, Ziming, Zhan, De-Chuan, Lai, Fuming, Lian, Shaobing |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SynAdapt: Learning Adaptive Reasoning in Large Language Models via Synthetic Continuous Chain-of-Thought
by: Wang, Jianwei, et al.
Published: (2025)
by: Wang, Jianwei, et al.
Published: (2025)
DiffuSpeech: Silent Thought, Spoken Answer via Unified Speech-Text Diffusion
by: Lou, Yuxuan, et al.
Published: (2026)
by: Lou, Yuxuan, et al.
Published: (2026)
MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
by: Shen, Zhiyu, et al.
Published: (2026)
by: Shen, Zhiyu, et al.
Published: (2026)
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025)
by: Chen, Xinghao, et al.
Published: (2025)
NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, et al.
Published: (2025)
CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
by: Feng, Kehua, et al.
Published: (2025)
by: Feng, Kehua, et al.
Published: (2025)
DART: Mitigating Harm Drift in Difference-Aware LLMs via Distill-Audit-Repair Training
by: Pan, Ziwen, et al.
Published: (2026)
by: Pan, Ziwen, 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)
Effectiveness of Chain-of-Thought in Distilling Reasoning Capability from Large Language Models
by: Do, Cong-Thanh, et al.
Published: (2025)
by: Do, Cong-Thanh, et al.
Published: (2025)
Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation
by: Ma, Junyu, et al.
Published: (2025)
by: Ma, Junyu, et al.
Published: (2025)
Reasoning Models Generate Societies of Thought
by: Kim, Junsol, et al.
Published: (2026)
by: Kim, Junsol, et al.
Published: (2026)
DART: Leveraging Multi-Agent Disagreement for Tool Recruitment in Multimodal Reasoning
by: Sivakumaran, Nithin, et al.
Published: (2025)
by: Sivakumaran, Nithin, et al.
Published: (2025)
OmniThoughtVis: A Scalable Distillation Pipeline for Deployable Multimodal Reasoning Models
by: Yue, Yuanhao, et al.
Published: (2026)
by: Yue, Yuanhao, et al.
Published: (2026)
SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction
by: Yang, Ling, et al.
Published: (2024)
by: Yang, Ling, et al.
Published: (2024)
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)
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)
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)
Revisiting Knowledge Distillation for Autoregressive Language Models
by: Zhong, Qihuang, et al.
Published: (2024)
by: Zhong, Qihuang, 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)
Less is More Tokens: Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation
by: Waheed, Abdul, et al.
Published: (2025)
by: Waheed, Abdul, et al.
Published: (2025)
Continual Dialogue State Tracking via Reason-of-Select Distillation
by: Feng, Yujie, et al.
Published: (2024)
by: Feng, Yujie, et al.
Published: (2024)
TopBench: A Benchmark for Implicit Prediction and Reasoning over Tabular Question Answering
by: Ji, An-Yang, et al.
Published: (2026)
by: Ji, An-Yang, et al.
Published: (2026)
From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought
by: Tan, Wentao, et al.
Published: (2025)
by: Tan, Wentao, et al.
Published: (2025)
Data Augmentation of Multi-turn Psychological Dialogue via Knowledge-driven Progressive Thought Prompting
by: Jiang, Jiyue, et al.
Published: (2024)
by: Jiang, Jiyue, et al.
Published: (2024)
Thought Graph: Generating Thought Process for Biological Reasoning
by: Hsu, Chi-Yang, et al.
Published: (2024)
by: Hsu, Chi-Yang, et al.
Published: (2024)
Merge-of-Thought Distillation
by: Shen, Zhanming, et al.
Published: (2025)
by: Shen, Zhanming, et al.
Published: (2025)
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception
by: Liao, Yuan-Hong, et al.
Published: (2025)
by: Liao, Yuan-Hong, et al.
Published: (2025)
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)
DART: Diffusion-Inspired Speculative Decoding for Fast LLM Inference
by: Liu, Fuliang, et al.
Published: (2026)
by: Liu, Fuliang, et al.
Published: (2026)
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
by: Tong, Yuxuan, et al.
Published: (2024)
by: Tong, Yuxuan, et al.
Published: (2024)
Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains
by: Tan, Wenhui, et al.
Published: (2025)
by: Tan, Wenhui, et al.
Published: (2025)
Inference-Time Rethinking with Latent Thought Vectors for Math Reasoning
by: Kong, Deqian, et al.
Published: (2026)
by: Kong, Deqian, et al.
Published: (2026)
Multilingual Non-Autoregressive Machine Translation without Knowledge Distillation
by: Huang, Chenyang, et al.
Published: (2025)
by: Huang, Chenyang, et al.
Published: (2025)
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)
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
by: Yang, Ling, et al.
Published: (2024)
by: Yang, Ling, et al.
Published: (2024)
Keypoint-based Progressive Chain-of-Thought Distillation for LLMs
by: Feng, Kaituo, et al.
Published: (2024)
by: Feng, Kaituo, 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)
Efficient Reasoning via Thought-Training and Thought-Free Inference
by: Wu, Canhui, et al.
Published: (2025)
by: Wu, Canhui, et al.
Published: (2025)
Improving Chain-of-Thought Efficiency for Autoregressive Image Generation
by: Gu, Zeqi, et al.
Published: (2025)
by: Gu, Zeqi, et al.
Published: (2025)
Random Forest-of-Thoughts: Uncertainty-aware Reasoning for Computational Social Science
by: Wu, Xiaohua, et al.
Published: (2025)
by: Wu, Xiaohua, et al.
Published: (2025)
Similar Items
-
SynAdapt: Learning Adaptive Reasoning in Large Language Models via Synthetic Continuous Chain-of-Thought
by: Wang, Jianwei, et al.
Published: (2025) -
DiffuSpeech: Silent Thought, Spoken Answer via Unified Speech-Text Diffusion
by: Lou, Yuxuan, et al.
Published: (2026) -
MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
by: Shen, Zhiyu, et al.
Published: (2026) -
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025) -
NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks
by: Li, Yang, et al.
Published: (2025)