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upvoted a paper 9 days ago

Closing the Data Loop: Using OpenDataArena to Engineer Superior Training Datasets

Paper • 2601.09733 • Published 27 days ago • 8

upvoted 2 papers about 1 month ago

Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

Paper • 2512.19673 • Published Dec 22, 2025 • 63

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

Paper • 2512.14051 • Published Dec 16, 2025 • 45

upvoted a paper 2 months ago

GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models

Paper • 2511.11134 • Published Nov 14, 2025 • 32

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 • 37

upvoted a paper 7 months ago

REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once

Paper • 2507.10541 • Published Jul 14, 2025 • 30

upvoted an article 8 months ago

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Article

Cosmopedia: how to create large-scale synthetic data for pre-training Large Language Models

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Mar 20, 2024

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109

upvoted 3 papers 9 months ago

Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts

Paper • 2504.21117 • Published Apr 29, 2025 • 26

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

Paper • 2504.19093 • Published Apr 27, 2025 • 18

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

Paper • 2504.12322 • Published Apr 11, 2025 • 28

upvoted 3 papers 10 months ago

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

Paper • 2504.09925 • Published Apr 14, 2025 • 38

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

upvoted 7 papers over 1 year ago

DocLayout-YOLO: Enhancing Document Layout Analysis through Diverse Synthetic Data and Global-to-Local Adaptive Perception

Paper • 2410.12628 • Published Oct 16, 2024 • 41

Multi-Agent Collaborative Data Selection for Efficient LLM Pretraining

Paper • 2410.08102 • Published Oct 10, 2024 • 21

LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Paper • 2410.09732 • Published Oct 13, 2024 • 54

UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios

Paper • 2408.17267 • Published Aug 30, 2024 • 23

CDM: A Reliable Metric for Fair and Accurate Formula Recognition Evaluation

Paper • 2409.03643 • Published Sep 5, 2024 • 19

Controllable Text Generation for Large Language Models: A Survey

Paper • 2408.12599 • Published Aug 22, 2024 • 65

TrackGo: A Flexible and Efficient Method for Controllable Video Generation

Paper • 2408.11475 • Published Aug 21, 2024 • 18