Mengyuan Sun

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upvoted 2 papers 14 days ago

OpenDataArena: A Fair and Open Arena for Benchmarking Post-Training Dataset Value

Paper • 2512.14051 • Published 21 days ago • 40

DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Paper • 2512.16676 • Published 18 days ago • 202

upvoted a paper 3 months ago

AI for Service: Proactive Assistance with AI Glasses

Paper • 2510.14359 • Published Oct 16, 2025 • 74

upvoted a paper 5 months ago

NextStep-1: Toward Autoregressive Image Generation with Continuous Tokens at Scale

Paper • 2508.10711 • Published Aug 14, 2025 • 145

upvoted a paper 6 months ago

Can One Domain Help Others? A Data-Centric Study on Multi-Domain Reasoning via Reinforcement Learning

Paper • 2507.17512 • Published Jul 23, 2025 • 36

upvoted a collection 8 months ago

Open-RS

Collection

Model weights & datasets in the paper "Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn’t" • 8 items • Updated Mar 21, 2025 • 12

upvoted a paper 8 months ago

CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenges

Paper • 2504.19093 • Published Apr 27, 2025 • 18

upvoted a collection 9 months ago

OpenMathReasoning

Collection

Models and datasets from "AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset" • 7 items • Updated 13 days ago • 46

upvoted 4 papers 9 months ago

A Strategic Coordination Framework of Small LLMs Matches Large LLMs in Data Synthesis

Paper • 2504.12322 • Published Apr 11, 2025 • 28

DataDecide: How to Predict Best Pretraining Data with Small Experiments

Paper • 2504.11393 • Published Apr 15, 2025 • 18

Breaking the Data Barrier -- Building GUI Agents Through Task Generalization

Paper • 2504.10127 • Published Apr 14, 2025 • 17

FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding

Paper • 2504.09925 • Published Apr 14, 2025 • 38

upvoted 3 papers 10 months ago

LEMMA: Learning from Errors for MatheMatical Advancement in LLMs

Paper • 2503.17439 • Published Mar 21, 2025 • 15

MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction Fusion

Paper • 2503.16212 • Published Mar 20, 2025 • 25

MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer

Paper • 2503.14891 • Published Mar 19, 2025 • 22