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Papers

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Showing 381–390 of 439 papers

TitleStatusHype
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning—0
System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts—0
System-2 Mathematical Reasoning via Enriched Instruction Tuning—0
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs—0
Teaching Small Language Models to Reason—0
Adaptive Decoding via Latent Preference Optimization—0
Adapting LLM Agents with Universal Feedback in Communication—0
The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback—0
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Benchmark Results

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