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Collections including paper arxiv:2408.07199

llm-reasoning-review

A curated collection of research papers focused on the reasoning capabilities of Large Language Models (LLMs). This repository organizes and categ

LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Paper • 2410.02884 • Published Oct 3, 2024 • 54
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22
DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2, 2025 • 87
1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training

Paper • 2503.19633 • Published Mar 25, 2025

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Paper • 2501.04519 • Published Jan 8, 2025 • 288
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published Jan 8, 2025 • 99
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Paper • 2410.02884 • Published Oct 3, 2024 • 54
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue

Paper • 2311.07445 • Published Nov 13, 2023

Papers related to web agents, screen agents, autonomous agents that can mimic human users in computer and/or web use

ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
WebArena: A Realistic Web Environment for Building Autonomous Agents

Paper • 2307.13854 • Published Jul 25, 2023 • 27
Mind2Web: Towards a Generalist Agent for the Web

Paper • 2306.06070 • Published Jun 9, 2023 • 21
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

Paper • 2410.13232 • Published Oct 17, 2024 • 44

monte_carlo_24_best

Planning Like Human: A Dual-process Framework for Dialogue Planning

Paper • 2406.05374 • Published Jun 8, 2024
Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents

Paper • 2311.00262 • Published Nov 1, 2023
Strength Lies in Differences! Towards Effective Non-collaborative Dialogues via Tailored Strategy Planning

Paper • 2403.06769 • Published Mar 11, 2024
Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning

Paper • 2305.13660 • Published May 23, 2023

Agent Personalization

Reinforcement Learning for Long-Horizon Interactive LLM Agents

Paper • 2502.01600 • Published Feb 3, 2025 • 1
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion

Paper • 2311.06318 • Published Nov 10, 2023 • 3
Scaling Autonomous Agents via Automatic Reward Modeling And Planning

Paper • 2502.12130 • Published Feb 17, 2025 • 2
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search

Paper • 2502.02584 • Published Feb 4, 2025 • 16

AI Agents in Education

Better than Your Teacher: LLM Agents that learn from Privileged AI Feedback

Paper • 2410.05434 • Published Oct 7, 2024 • 1
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning

Paper • 2410.02052 • Published Oct 2, 2024 • 9
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22
How to Build an AI Tutor that Can Adapt to Any Course and Provide Accurate Answers Using Large Language Model and Retrieval-Augmented Generation

Paper • 2311.17696 • Published Nov 29, 2023

Awesome Computer Use Agents

https://github.com/ranpox/awesome-computer-use

Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Paper • 2412.04454 • Published Dec 5, 2024 • 71
Tree Search for Language Model Agents

Paper • 2407.01476 • Published Jul 1, 2024 • 1
SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Paper • 2401.10935 • Published Jan 17, 2024 • 5
OmniParser for Pure Vision Based GUI Agent

Paper • 2408.00203 • Published Aug 1, 2024 • 24

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22

LLM Reasoning Papers

improve reasoning capabilities of LLMs

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
LLM Critics Help Catch LLM Bugs

Paper • 2407.00215 • Published Jun 28, 2024
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Paper • 2407.21787 • Published Jul 31, 2024 • 13
Generative Verifiers: Reward Modeling as Next-Token Prediction

Paper • 2408.15240 • Published Aug 27, 2024 • 13

llm-reasoning-review

A curated collection of research papers focused on the reasoning capabilities of Large Language Models (LLMs). This repository organizes and categ

LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Paper • 2410.02884 • Published Oct 3, 2024 • 54
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22
DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2, 2025 • 87
1.4 Million Open-Source Distilled Reasoning Dataset to Empower Large Language Model Training

Paper • 2503.19633 • Published Mar 25, 2025

Agent Personalization

Reinforcement Learning for Long-Horizon Interactive LLM Agents

Paper • 2502.01600 • Published Feb 3, 2025 • 1
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion

Paper • 2311.06318 • Published Nov 10, 2023 • 3
Scaling Autonomous Agents via Automatic Reward Modeling And Planning

Paper • 2502.12130 • Published Feb 17, 2025 • 2
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search

Paper • 2502.02584 • Published Feb 4, 2025 • 16

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22

AI Agents in Education

Better than Your Teacher: LLM Agents that learn from Privileged AI Feedback

Paper • 2410.05434 • Published Oct 7, 2024 • 1
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning

Paper • 2410.02052 • Published Oct 2, 2024 • 9
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22
How to Build an AI Tutor that Can Adapt to Any Course and Provide Accurate Answers Using Large Language Model and Retrieval-Augmented Generation

Paper • 2311.17696 • Published Nov 29, 2023

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Paper • 2501.04519 • Published Jan 8, 2025 • 288
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published Jan 8, 2025 • 99
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Paper • 2410.02884 • Published Oct 3, 2024 • 54
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue

Paper • 2311.07445 • Published Nov 13, 2023

Awesome Computer Use Agents

https://github.com/ranpox/awesome-computer-use

Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Paper • 2412.04454 • Published Dec 5, 2024 • 71
Tree Search for Language Model Agents

Paper • 2407.01476 • Published Jul 1, 2024 • 1
SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Paper • 2401.10935 • Published Jan 17, 2024 • 5
OmniParser for Pure Vision Based GUI Agent

Paper • 2408.00203 • Published Aug 1, 2024 • 24

Papers related to web agents, screen agents, autonomous agents that can mimic human users in computer and/or web use

ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
WebArena: A Realistic Web Environment for Building Autonomous Agents

Paper • 2307.13854 • Published Jul 25, 2023 • 27
Mind2Web: Towards a Generalist Agent for the Web

Paper • 2306.06070 • Published Jun 9, 2023 • 21
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

Paper • 2410.13232 • Published Oct 17, 2024 • 44

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 22

monte_carlo_24_best

Planning Like Human: A Dual-process Framework for Dialogue Planning

Paper • 2406.05374 • Published Jun 8, 2024
Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents

Paper • 2311.00262 • Published Nov 1, 2023
Strength Lies in Differences! Towards Effective Non-collaborative Dialogues via Tailored Strategy Planning

Paper • 2403.06769 • Published Mar 11, 2024
Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning

Paper • 2305.13660 • Published May 23, 2023

LLM Reasoning Papers

improve reasoning capabilities of LLMs

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 11
LLM Critics Help Catch LLM Bugs

Paper • 2407.00215 • Published Jun 28, 2024
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Paper • 2407.21787 • Published Jul 31, 2024 • 13
Generative Verifiers: Reward Modeling as Next-Token Prediction

Paper • 2408.15240 • Published Aug 27, 2024 • 13

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