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Discover the best community collections!

Collections including paper arxiv:2501.07301

A Comparative Study on Reasoning Patterns of OpenAI's o1 Model

Paper • 2410.13639 • Published Oct 17, 2024 • 17
Unleashing Reasoning Capability of LLMs via Scalable Question Synthesis from Scratch

Paper • 2410.18693 • Published Oct 24, 2024 • 40
U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in LLMs

Paper • 2412.03205 • Published Dec 4, 2024 • 16
Free Process Rewards without Process Labels

Paper • 2412.01981 • Published Dec 2, 2024 • 30

LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward

Paper • 2401.03374 • Published Jan 7, 2024
Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Paper • 2401.07031 • Published Jan 13, 2024
Coarse-Tuning Models of Code with Reinforcement Learning Feedback

Paper • 2305.18341 • Published May 25, 2023
Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation

Paper • 2310.02368 • Published Oct 3, 2023

LLM Reasoning Papers

improve reasoning capabilities of LLMs

Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 10
LLM Critics Help Catch LLM Bugs

Paper • 2407.00215 • Published Jun 28, 2024
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Paper • 2407.21787 • Published Jul 31, 2024 • 12
Generative Verifiers: Reward Modeling as Next-Token Prediction

Paper • 2408.15240 • Published Aug 27, 2024 • 13

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 58
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 52
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 42
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 54

about 10 hours ago

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 12
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 53
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 45

FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects

Paper • 2312.08344 • Published Dec 13, 2023 • 9
Diffusion Priors for Dynamic View Synthesis from Monocular Videos

Paper • 2401.05583 • Published Jan 10, 2024 • 9
Multimodal Pathway: Improve Transformers with Irrelevant Data from Other Modalities

Paper • 2401.14405 • Published Jan 25, 2024 • 12
The Lessons of Developing Process Reward Models in Mathematical Reasoning

Paper • 2501.07301 • Published 3 days ago • 67

Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 52
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training

Paper • 2306.01693 • Published Jun 2, 2023 • 3
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
Secrets of RLHF in Large Language Models Part II: Reward Modeling

Paper • 2401.06080 • Published Jan 11, 2024 • 26

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