SOTAVerified

GSM8K

Papers

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Showing 251–260 of 439 papers

TitleStatusHype
A Careful Examination of Large Language Model Performance on Grade School Arithmetic—0
Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning—0
Uncertainty Aware Learning for Language Model Alignment—0
No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function—0
Nudging: Inference-time Alignment of LLMs via Guided Decoding—0
Fine-Grained Self-Endorsement Improves Factuality and Reasoning—0
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning—0
On Designing Effective RL Reward at Training Time for LLM Reasoning—0
Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs—0
Making Large Language Models Better Reasoners with Step-Aware Verifier—0
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Benchmark Results

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