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Collections including paper arxiv:2502.14768

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models

Paper • 2402.07754 • Published Feb 12, 2024
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Paper • 2505.10446 • Published May 15
A Survey on Latent Reasoning

Paper • 2507.06203 • Published Jul 8 • 93
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

Paper • 2505.16782 • Published May 22 • 1

SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published Feb 4 • 249
Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published Feb 5 • 58
Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published Jan 22 • 125
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123

Llms and reasoning

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16 • 41
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22 • 429
Chain-of-Retrieval Augmented Generation

Paper • 2501.14342 • Published Jan 24 • 58
RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28

My reading list!

RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response

Paper • 2412.14922 • Published Dec 19, 2024 • 88
Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 376
Progressive Multimodal Reasoning via Active Retrieval

Paper • 2412.14835 • Published Dec 19, 2024 • 73
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71

Reasoning systems

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling

Paper • 2412.14860 • Published Dec 19, 2024 • 2
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning

Paper • 2412.15797 • Published Dec 20, 2024 • 18

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20 • 47
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18 • 29
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12 • 47

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

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

Paper • 2501.04519 • Published Jan 8 • 286
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9 • 54
Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Paper • 2501.09012 • Published Jan 15 • 10
FAST: Efficient Action Tokenization for Vision-Language-Action Models

Paper • 2501.09747 • Published Jan 16 • 27

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 37
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

deepseek-ai/DeepSeek-V3-Base

685B • Updated Mar 27 • 10.6k • 1.68k
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11 • 58
Sleeping

2

Qwen2.5 Bakeneko 32b Instruct Awq

⚡

2

Generate detailed responses to text prompts
Sleeping

3

Deepseek R1 Distill Qwen2.5 Bakeneko 32b Awq

⚡

3

Generate text responses to user messages in a chat interface

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models

Paper • 2402.07754 • Published Feb 12, 2024
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Paper • 2505.10446 • Published May 15
A Survey on Latent Reasoning

Paper • 2507.06203 • Published Jul 8 • 93
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

Paper • 2505.16782 • Published May 22 • 1

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20 • 47
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18 • 29
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12 • 47

SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published Feb 4 • 249
Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published Feb 5 • 58
Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published Jan 22 • 125
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Llms and reasoning

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16 • 41
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22 • 429
Chain-of-Retrieval Augmented Generation

Paper • 2501.14342 • Published Jan 24 • 58
RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28

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

Paper • 2501.04519 • Published Jan 8 • 286
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9 • 54
Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Paper • 2501.09012 • Published Jan 15 • 10
FAST: Efficient Action Tokenization for Vision-Language-Action Models

Paper • 2501.09747 • Published Jan 16 • 27

My reading list!

RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response

Paper • 2412.14922 • Published Dec 19, 2024 • 88
Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 376
Progressive Multimodal Reasoning via Active Retrieval

Paper • 2412.14835 • Published Dec 19, 2024 • 73
Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published Jan 16 • 71

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 37
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

Reasoning systems

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling

Paper • 2412.14860 • Published Dec 19, 2024 • 2
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning

Paper • 2412.15797 • Published Dec 20, 2024 • 18

deepseek-ai/DeepSeek-V3-Base

685B • Updated Mar 27 • 10.6k • 1.68k
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11 • 58
Sleeping

2

Qwen2.5 Bakeneko 32b Instruct Awq

⚡

2

Generate detailed responses to text prompts
Sleeping

3

Deepseek R1 Distill Qwen2.5 Bakeneko 32b Awq

⚡

3

Generate text responses to user messages in a chat interface

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