WeihaoZeng

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upvoted 5 papers about 1 month ago

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2 • 167

Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning

Paper • 2505.22203 • Published May 28 • 6

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Paper • 2505.19897 • Published May 26 • 102

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond

Paper • 2505.19641 • Published May 26 • 67

Scaling Image and Video Generation via Test-Time Evolutionary Search

Paper • 2505.17618 • Published May 23 • 42

upvoted 3 papers about 2 months ago

Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models

Paper • 2505.14810 • Published May 20 • 63

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning

Paper • 2505.16410 • Published May 22 • 57

Learn to Reason Efficiently with Adaptive Length-based Reward Shaping

Paper • 2505.15612 • Published May 21 • 33

upvoted a collection 3 months ago

SimpleRL

Collection

The collection for the Project "Simple Reinforcement Learning for Reasoning" • 2 items • Updated Feb 19 • 7

upvoted a paper 3 months ago

Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Paper • 2503.22230 • Published Mar 28 • 44

upvoted a collection 4 months ago

SimpleRL-Zoo

Collection

The collection for the Paper "SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild" • 13 items • Updated May 5 • 7

upvoted 2 papers 4 months ago

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Paper • 2503.18892 • Published Mar 24 • 31

Predictive Data Selection: The Data That Predicts Is the Data That Teaches

Paper • 2503.00808 • Published Mar 2 • 57

upvoted 2 papers 6 months ago

Search-o1: Agentic Search-Enhanced Large Reasoning Models

Paper • 2501.05366 • Published Jan 9 • 100

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 100

upvoted 2 papers 7 months ago

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 48

Diving into Self-Evolving Training for Multimodal Reasoning

Paper • 2412.17451 • Published Dec 23, 2024 • 44

upvoted 2 papers 12 months ago

FutureTOD: Teaching Future Knowledge to Pre-trained Language Model for Task-Oriented Dialogue

Paper • 2306.10315 • Published Jun 17, 2023 • 1

Automatic Instruction Evolving for Large Language Models

Paper • 2406.00770 • Published Jun 2, 2024 • 2

upvoted an article about 1 year ago

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Article

Welcome Gemma 2 - Google's new open LLM

By and 5 others •

Jun 27, 2024

• 130