Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering
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2411.11504
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Published
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20
LLM
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Top-nσ: Not All Logits Are You Need
Paper • 2411.07641 • Published • 20 -
Adaptive Decoding via Latent Preference Optimization
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When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training
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HuggingFaceTB/smoltalk
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Hymba: A Hybrid-head Architecture for Small Language Models
Paper • 2411.13676 • Published • 40 -
TÜLU 3: Pushing Frontiers in Open Language Model Post-Training
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Star Attention: Efficient LLM Inference over Long Sequences
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O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
Paper • 2411.16489 • Published • 42 -
MH-MoE:Multi-Head Mixture-of-Experts
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nGPT: Normalized Transformer with Representation Learning on the Hypersphere
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O1-OPEN/OpenO1-SFT
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AI-MO/NuminaMath-CoT
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GAIR/o1-journey
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allenai/tulu-3-sft-mixture
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CASIA-LM/ChineseWebText2.0
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Yi-Lightning Technical Report
Paper • 2412.01253 • Published • 25 -
Training Large Language Models to Reason in a Continuous Latent Space
Paper • 2412.06769 • Published • 74 -
Weighted-Reward Preference Optimization for Implicit Model Fusion
Paper • 2412.03187 • Published • 9 -
Phi-4 Technical Report
Paper • 2412.08905 • Published • 103 -
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models
Paper • 2412.11605 • Published • 17 -
Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN
Paper • 2412.13795 • Published • 19 -
Qwen2.5 Technical Report
Paper • 2412.15115 • Published • 340 -
A Post-Training Enhanced Optimization Approach for Small Language Models
Paper • 2411.02939 • Published -
amphora/QwQ-LongCoT-130K
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How to Synthesize Text Data without Model Collapse?
Paper • 2412.14689 • Published • 48 -
O1-OPEN/OpenO1-SFT-Ultra
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RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response
Paper • 2412.14922 • Published • 85 -
DRT-o1: Optimized Deep Reasoning Translation via Long Chain-of-Thought
Paper • 2412.17498 • Published • 21 -
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
Paper • 2412.17256 • Published • 45 -
OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning
Paper • 2412.16849 • Published • 9 -
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Paper • 2501.04519 • Published • 232 -
MiniMax-01: Scaling Foundation Models with Lightning Attention
Paper • 2501.08313 • Published • 259 -
OpenCSG Chinese Corpus: A Series of High-quality Chinese Datasets for LLM Training
Paper • 2501.08197 • Published • 7