siyeng feng

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upvoted 20 papers 1 day ago

SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning

Paper • 2504.07891 • Published 9 days ago • 4

AI-University: An LLM-based platform for instructional alignment to scientific classrooms

Paper • 2504.08846 • Published 8 days ago • 6

VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge

Paper • 2504.10342 • Published 5 days ago • 9

A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Paper • 2504.11343 • Published 4 days ago • 9

Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning

Paper • 2504.11409 • Published 3 days ago • 9

ReZero: Enhancing LLM search ability by trying one-more-time

Paper • 2504.11001 • Published 4 days ago • 9

RealHarm: A Collection of Real-World Language Model Application Failures

Paper • 2504.10277 • Published 5 days ago • 10

DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning

Paper • 2504.11456 • Published 3 days ago • 10

Efficient Process Reward Model Training via Active Learning

Paper • 2504.10559 • Published 5 days ago • 11

DataDecide: How to Predict Best Pretraining Data with Small Experiments

Paper • 2504.11393 • Published 4 days ago • 13

Efficient Reasoning Models: A Survey

Paper • 2504.10903 • Published 4 days ago • 16

TextArena

Paper • 2504.11442 • Published 3 days ago • 24

Heimdall: test-time scaling on the generative verification

Paper • 2504.10337 • Published 5 days ago • 29

How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

Paper • 2504.10766 • Published 4 days ago • 36

Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning

Paper • 2504.08672 • Published 8 days ago • 50

xVerify: Efficient Answer Verifier for Reasoning Model Evaluations

Paper • 2504.10481 • Published 4 days ago • 77

SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Paper • 2504.11468 • Published 9 days ago • 19

AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference

Paper • 2504.10326 • Published 5 days ago • 22

ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published 3 days ago • 43

BitNet b1.58 2B4T Technical Report

Paper • 2504.12285 • Published 2 days ago • 49