DeyangKong

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upvoted a paper 7 days ago

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

Paper • 2512.19673 • Published 9 days ago • 60

upvoted a paper 12 days ago

DEER: Draft with Diffusion, Verify with Autoregressive Models

Paper • 2512.15176 • Published 14 days ago • 41

upvoted 3 papers 7 months ago

Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9 • 263

Skywork Open Reasoner 1 Technical Report

Paper • 2505.22312 • Published May 28 • 54

Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective

Paper • 2505.17652 • Published May 23 • 6

upvoted 2 papers 9 months ago

Efficient Reinforcement Finetuning via Adaptive Curriculum Learning

Paper • 2504.05520 • Published Apr 7 • 11

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Paper • 2503.18892 • Published Mar 24 • 31

upvoted 4 papers 10 months ago

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Paper • 2503.16419 • Published Mar 20 • 77

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 144

SampleMix: A Sample-wise Pre-training Data Mixing Strategey by Coordinating Data Quality and Diversity

Paper • 2503.01506 • Published Mar 3 • 10

LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Paper • 2502.07374 • Published Feb 11 • 40

upvoted a paper over 1 year ago

Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 42

upvoted a collection over 1 year ago

Code Evaluation

Collection

Collection of Papers on Code Evaluation (from code generation language models) • 45 items • Updated Oct 29, 2024 • 16

upvoted 7 papers over 1 year ago

The Llama 3 Herd of Models

Paper • 2407.21783 • Published Jul 31, 2024 • 117

Qwen2 Technical Report

Paper • 2407.10671 • Published Jul 15, 2024 • 167

Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Paper • 2406.07522 • Published Jun 11, 2024 • 40

The Power of Scale for Parameter-Efficient Prompt Tuning

Paper • 2104.08691 • Published Apr 18, 2021 • 10

Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Paper • 2405.21060 • Published May 31, 2024 • 68

LoRA Learns Less and Forgets Less

Paper • 2405.09673 • Published May 15, 2024 • 90

ORPO: Monolithic Preference Optimization without Reference Model

Paper • 2403.07691 • Published Mar 12, 2024 • 70