zwxandy / Awesome-Efficient-CoT-Reasoning-SummaryLinks
π₯ How to efficiently and effectively compress the CoTs or directly generate concise CoTs during inference while maintaining the reasoning performance is an important topic!
β63Updated 5 months ago
Alternatives and similar repositories for Awesome-Efficient-CoT-Reasoning-Summary
Users that are interested in Awesome-Efficient-CoT-Reasoning-Summary are comparing it to the libraries listed below
Sorting:
- Paper list for Efficient Reasoning.β703Updated last week
- β54Updated 4 months ago
- Awesome-Long2short-on-LRMs is a collection of state-of-the-art, novel, exciting long2short methods on large reasoning models. It containsβ¦β252Updated 2 months ago
- [TMLR 2025] Stop Overthinking: A Survey on Efficient Reasoning for Large Language Modelsβ651Updated last week
- Chain of Thoughts (CoT) is so hot! so long! We need short reasoning process!β69Updated 6 months ago
- π A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, Agent, and Beyondβ308Updated last week
- This repository contains a regularly updated paper list for LLMs-reasoning-in-latent-space.β177Updated last week
- β275Updated 3 months ago
- [TMLR 2025] Efficient Reasoning Models: A Surveyβ272Updated last week
- Latest Advances on Long Chain-of-Thought Reasoningβ532Updated 3 months ago
- awesome papers in LLM interpretabilityβ564Updated 2 months ago
- An Awesome List of Agentic Model trained with Reinforcement Learningβ519Updated 2 weeks ago
- Using LLM to evaluate MMLU dataset.β39Updated last year
- [EMNLP 2025] TokenSkip: Controllable Chain-of-Thought Compression in LLMsβ186Updated 3 months ago
- A versatile toolkit for applying Logit Lens to modern large language models (LLMs). Currently supports Llama-3.1-8B and Qwen-2.5-7B, enabβ¦β118Updated 2 months ago
- Paper List of Inference/Test Time Scaling/Computingβ317Updated last month
- AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models, ICLR 2025 (Outstanding Paper)β349Updated last week
- [ICLR 2025] Code and Data Repo for Paper "Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation"β80Updated 10 months ago
- This is the repository of DEER, a Dynamic Early Exit in Reasoning method for Large Reasoning Language Models.β172Updated 3 months ago
- β166Updated last year
- β221Updated last year
- Generative AI Act II: Test Time Scaling Drives Cognition Engineeringβ207Updated 6 months ago
- A curated collection of resources focused on the Mechanistic Interpretability (MI) of Large Multimodal Models (LMMs). This repository aggβ¦β148Updated last week
- π Paper list on decoding methods for LLMs and LVLMsβ61Updated 3 months ago
- β127Updated 4 months ago
- [ICML'25] Our study systematically investigates massive values in LLMs' attention mechanisms. First, we observe massive values are concenβ¦β79Updated 4 months ago
- The Entropy Mechanism of Reinforcement Learning for Large Language Model Reasoning.β360Updated 3 months ago
- A Framework for LLM-based Multi-Agent Reinforced Training and Inferenceβ316Updated this week
- CoT-Valve: Length-Compressible Chain-of-Thought Tuningβ86Updated 8 months ago
- β67Updated 6 months ago