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upvoted 7 papers about 1 month ago

The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks

Paper • 2502.08235 • Published Feb 12 • 55

InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU

Paper • 2502.08910 • Published Feb 13 • 143

Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Paper • 2410.07985 • Published Oct 10, 2024 • 32

Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4 • 22

SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model

Paper • 2502.02737 • Published Feb 4 • 208

Demystifying Long Chain-of-Thought Reasoning in LLMs

Paper • 2502.03373 • Published Feb 5 • 58

LIMO: Less is More for Reasoning

Paper • 2502.03387 • Published Feb 5 • 59

upvoted 3 papers about 2 months ago

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

Paper • 2412.11605 • Published Dec 16, 2024 • 18

WILDCHAT-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training

Paper • 2501.18511 • Published Jan 30 • 19

Streaming DiLoCo with overlapping communication: Towards a Distributed Free Lunch

Paper • 2501.18512 • Published Jan 30 • 28

upvoted 7 papers 3 months ago

Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Paper • 2412.13171 • Published Dec 17, 2024 • 32

OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain

Paper • 2412.13018 • Published Dec 17, 2024 • 41

Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models

Paper • 2412.12606 • Published Dec 17, 2024 • 41

Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Paper • 2412.14171 • Published Dec 18, 2024 • 24

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Paper • 2412.13663 • Published Dec 18, 2024 • 135

No More Adam: Learning Rate Scaling at Initialization is All You Need

Paper • 2412.11768 • Published Dec 16, 2024 • 41

Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 356

upvoted 3 papers 7 months ago

Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Paper • 2408.06195 • Published Aug 12, 2024 • 71

The ShareLM Collection and Plugin: Contributing Human-Model Chats for the Benefit of the Community

Paper • 2408.08291 • Published Aug 15, 2024 • 11

Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fields

Paper • 2408.03822 • Published Aug 7, 2024 • 14