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Papers

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Showing 41–50 of 439 papers

TitleStatusHype
PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models—0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst—0
Dual Decomposition of Weights and Singular Value Low Rank Adaptation—0
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models—0
Let LLMs Break Free from Overthinking via Self-Braking TuningCode2
RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs—0
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent SpaceCode2
Thinkless: LLM Learns When to ThinkCode3
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAccuracy98.1—Unverified
2Orange-mini0-shot MRR98—Unverified