From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

23 May 2024

Yejin Choi

ArXiv (abs)PDF HTML HuggingFace (2 upvotes)

Papers citing "From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step"

50 / 59 papers shown

Lightweight Latent Reasoning for Narrative Tasks

01 Dec 2025

ORION: Teaching Language Models to Reason Efficiently in the Language of Thought

244

28 Nov 2025

In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback

207

13 Nov 2025

Language Ranker: A Lightweight Ranking framework for LLM Decoding

189

23 Oct 2025

Think with 3D: Geometric Imagination Grounded Spatial Reasoning from Limited Views

160

21 Oct 2025

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

141

17 Oct 2025

Reasoning in the Dark: Interleaved Vision-Text Reasoning in Latent Space

164

14 Oct 2025

Self-Verifying Reflection Helps Transformers with CoT Reasoning

105

14 Oct 2025

Do LLMs Really Need 10+ Thoughts for "Find the Time 1000 Days Later"? Towards Structural Understanding of LLM Overthinking

Xinliang Frederick Zhang

Anhad Mohananey

Alexandra Chronopoulou

Pinelopi Papalampidi

Somit Gupta

Tsendsuren Munkhdalai

Lu Wang

Shyam Upadhyay

LRM

148

09 Oct 2025

Thinking on the Fly: Test-Time Reasoning Enhancement via Latent Thought Policy Optimization

382

05 Oct 2025

KaVa: Latent Reasoning via Compressed KV-Cache Distillation

148

02 Oct 2025

Hybrid Training for Vision-Language-Action Models

140

01 Oct 2025

IA2: Alignment with ICL Activations Improves Supervised Fine-Tuning

Aayush Mishra

Daniel Khashabi

Anqi Liu

160

26 Sep 2025

R-Capsule: Compressing High-Level Plans for Efficient Large Language Model Reasoning

125

26 Sep 2025

Learning to Reason with Mixture of Tokens

Adit Jain

Brendan Rappazzo

OffRL LRM

108

25 Sep 2025

SIM-CoT: Supervised Implicit Chain-of-Thought

242

24 Sep 2025

Understanding-in-Generation: Reinforcing Generative Capability of Unified Model via Infusing Understanding into Generation

349

23 Sep 2025

LTA-thinker: Latent Thought-Augmented Training Framework for Large Language Models on Complex Reasoning

211

16 Sep 2025

Implicit Reasoning in Large Language Models: A Comprehensive Survey

212

02 Sep 2025

Compressing Chain-of-Thought in LLMs via Step Entropy

05 Aug 2025

SynAdapt: Learning Adaptive Reasoning in Large Language Models via Synthetic Continuous Chain-of-Thought

134

01 Aug 2025

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs

200

22 Jul 2025

Think How to Think: Mitigating Overthinking with Autonomous Difficulty Cognition in Large Reasoning Models

229

03 Jul 2025

ConciseHint: Boosting Efficient Reasoning via Continuous Concise Hints during Generation

256

23 Jun 2025

Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

215

20 Jun 2025

ADAM: Autonomous Discovery and Annotation Model using LLMs for Context-Aware Annotations

183

10 Jun 2025

Evaluation of LLMs for mathematical problem solving

382

30 May 2025

Continuous Chain of Thought Enables Parallel Exploration and Reasoning

Halil Alperen Gozeten

387

29 May 2025

Latent Reasoning via Sentence Embedding Prediction

294

28 May 2025

The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training

250

25 May 2025

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

377

25 May 2025

Hybrid Latent Reasoning via Reinforcement Learning

333

24 May 2025

COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection

Jaewon Cheon

Pilsung Kang

340

23 May 2025

Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains

593

22 May 2025

Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

373

22 May 2025

When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners

...

430

21 May 2025

Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space

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433

19 May 2025

Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models

328

18 Apr 2025

THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models

Xiao Pu

Michael Stephen Saxon

Qingfeng Lan

William Y. Wang

LRM

275

17 Apr 2025

Efficient Reasoning Models: A Survey

896

15 Apr 2025

Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution

354

13 Apr 2025

TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' GuidanceConference on Empirical Methods in Natural Language Processing (EMNLP), 2025

354

31 Mar 2025

Efficient Inference for Large Reasoning Models: A Survey

...

530

29 Mar 2025

L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution

1.0K

28 Mar 2025

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

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712

263

20 Mar 2025

Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation

431

125

14 Mar 2025

Implicit Reasoning in Transformers is Reasoning through ShortcutsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025

430

10 Mar 2025

Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models

393

04 Mar 2025

CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

614

28 Feb 2025

LightThinker: Thinking Step-by-Step Compression

361

21 Feb 2025