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Discover the best community collections!

Collections including paper arxiv:2504.20157

Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers

Paper • 2505.04842 • Published May 7, 2025 • 12
ZeroSearch: Incentivize the Search Capability of LLMs without Searching

Paper • 2505.04588 • Published May 7, 2025 • 65
WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Paper • 2504.21776 • Published Apr 30, 2025 • 59
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 39

Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37
The Leaderboard Illusion

Paper • 2504.20879 • Published Apr 29, 2025 • 72
ReasonIR: Training Retrievers for Reasoning Tasks

Paper • 2504.20595 • Published Apr 29, 2025 • 53
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 79

To Read collection

interesting papers to read

Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Paper • 2503.24290 • Published Mar 31, 2025 • 62
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 119
START: Self-taught Reasoner with Tools

Paper • 2503.04625 • Published Mar 6, 2025 • 113
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 144

reasoning training via RLAIF

Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37

Reinforcement Learning

LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers

Paper • 2505.04842 • Published May 7, 2025 • 12
ZeroSearch: Incentivize the Search Capability of LLMs without Searching

Paper • 2505.04588 • Published May 7, 2025 • 65
WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Paper • 2504.21776 • Published Apr 30, 2025 • 59
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 39

reasoning training via RLAIF

Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37

Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37
The Leaderboard Illusion

Paper • 2504.20879 • Published Apr 29, 2025 • 72
ReasonIR: Training Retrievers for Reasoning Tasks

Paper • 2504.20595 • Published Apr 29, 2025 • 53
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 79

Reinforcement Learning

LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Paper • 2504.16078 • Published Apr 22, 2025 • 21
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Paper • 2504.20157 • Published Apr 28, 2025 • 37

To Read collection

interesting papers to read

Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Paper • 2503.24290 • Published Mar 31, 2025 • 62
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 119
START: Self-taught Reasoner with Tools

Paper • 2503.04625 • Published Mar 6, 2025 • 113
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18, 2025 • 144

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Paper • 2412.11605 • Published Dec 16, 2024 • 18
Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval

Paper • 2412.15443 • Published Dec 19, 2024 • 10

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