[TMLR 2025] Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
β755Feb 28, 2026Updated last month
Alternatives and similar repositories for Awesome-Efficient-Reasoning-LLMs
Users that are interested in Awesome-Efficient-Reasoning-LLMs are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Paper list for Efficient Reasoning.β859Mar 16, 2026Updated 2 weeks ago
- π A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, Agent, and Beyondβ351Jan 22, 2026Updated 2 months ago
- Latest Advances on System-2 Reasoningβ1,341Jun 8, 2025Updated 9 months ago
- Latest Advances on Long Chain-of-Thought Reasoningβ620Jul 18, 2025Updated 8 months ago
- Official repository for paper: O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruningβ98Feb 21, 2025Updated last year
- DigitalOcean Gradient AI Platform β’ AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- [TMLR 2025] Efficient Reasoning Models: A Surveyβ302Mar 9, 2026Updated 3 weeks ago
- [EMNLP 2025] TokenSkip: Controllable Chain-of-Thought Compression in LLMsβ207Nov 30, 2025Updated 4 months ago
- From Chain-of-Thought prompting to OpenAI o1 and DeepSeek-R1 πβ3,575May 7, 2025Updated 10 months ago
- L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learningβ264May 14, 2025Updated 10 months ago
- [EMNLP 2025] LightThinker: Thinking Step-by-Step Compressionβ137Apr 12, 2025Updated 11 months ago
- β75Apr 13, 2025Updated 11 months ago
- This repository contains a regularly updated paper list for LLMs-reasoning-in-latent-space.β308Updated this week
- β146Sep 12, 2025Updated 6 months ago
- β22Oct 3, 2024Updated last year
- Virtual machines for every use case on DigitalOcean β’ AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Understanding R1-Zero-Like Training: A Critical Perspectiveβ1,237Aug 27, 2025Updated 7 months ago
- CoT-Valve: Length-Compressible Chain-of-Thought Tuningβ92Feb 14, 2025Updated last year
- KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark of Long Context Capable Approaches. EMNLP Findings 2024β89Feb 27, 2025Updated last year
- A Survey of Reinforcement Learning for Large Reasoning Modelsβ2,393Nov 9, 2025Updated 4 months ago
- β77Jun 28, 2025Updated 9 months ago
- This repository provides valuable reference for researchers in the field of multimodality, please start your exploratory travel in RL-basβ¦β1,389Feb 26, 2026Updated last month
- A series of technical report on Slow Thinking with LLMβ763Aug 13, 2025Updated 7 months ago
- KnowRL: Exploring Knowledgeable Reinforcement Learning for Factualityβ40Dec 1, 2025Updated 3 months ago
- Official code repository for Sketch-of-Thought (SoT)β136May 8, 2025Updated 10 months ago
- Proton VPN Special Offer - Get 70% off β’ AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- verl: Volcano Engine Reinforcement Learning for LLMsβ20,286Updated this week
- β70Jun 18, 2025Updated 9 months ago
- Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Modelsβ121Oct 16, 2025Updated 5 months ago
- Simple RL training for reasoningβ3,842Dec 23, 2025Updated 3 months ago
- Awesome Reasoning LLM Tutorial/Survey/Guideβ2,339Oct 14, 2025Updated 5 months ago
- An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & TIS & vLLM & Ray & Async RL)β9,231Updated this week
- Awesome-Long2short-on-LRMs is a collection of state-of-the-art, novel, exciting long2short methods on large reasoning models. It containsβ¦β259Mar 7, 2026Updated 3 weeks ago
- An Open-source RL System from ByteDance Seed and Tsinghua AIRβ1,766May 11, 2025Updated 10 months ago
- β225Mar 26, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean β’ AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Official Repo for Open-Reasoner-Zeroβ2,088Jun 2, 2025Updated 9 months ago
- Official Repository of "Learning to Reason under Off-Policy Guidance"β426Mar 20, 2026Updated last week
- Paper List of Inference/Test Time Scaling/Computingβ362Mar 4, 2026Updated 3 weeks ago
- Multimodal Chain-of-Thought Reasoning: A Comprehensive Surveyβ968Nov 14, 2025Updated 4 months ago
- [COLM 2025] LIMO: Less is More for Reasoningβ1,068Jul 30, 2025Updated 8 months ago
- A Sober Look at Language Model Reasoningβ94Nov 18, 2025Updated 4 months ago
- This is the official implementation of the paper "SΒ²R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning"β73Apr 22, 2025Updated 11 months ago