100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models
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2505.00551
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Hai Ye
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Finding the Sweet Spot: Preference Data Construction for Scaling
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Preference-Guided Reflective Sampling for Aligning Language Models
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2408.12163
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Self-Judge: Selective Instruction Following with Alignment Self-Evaluation
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2409.00935
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Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration
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