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conftrace_

concise reasoning

3 papers

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Co-occurring keywords · papers mentioning both

few-shot conditioning (1) length reward (1) difficulty aware advantage reweighting (1) reward sparsity (1) length-regularized reward (1) token reduction (1) group relative policy optimization (1) test-time scaling (1) reasoning ability (1) language model (1)

Papers

HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization AAAI 2026 GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models EMNLP 2025 Self-Training Elicits Concise Reasoning in Large Language Models ACL 2025