SOTAVerified

GSM8K

Papers

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Showing 411–420 of 439 papers

TitleStatusHype
Training Chain-of-Thought via Latent-Variable Inference—0
Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning—0
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions—0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
Learning to Reason via Self-Iterative Process Feedback for Small Language Models—0
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint—0
LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment—0
Let's Reinforce Step by Step—0
Let's reward step by step: Step-Level reward model as the Navigators for Reasoning—0
Leveraging Uncertainty Estimation for Efficient LLM Routing—0
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Benchmark Results

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