SOTAVerified

GSM8K

Papers

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Showing 201–225 of 439 papers

TitleStatusHype
Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language ModelsCode2
Dialectical Behavior Therapy Approach to LLM Prompting—0
Think Beyond Size: Adaptive Prompting for More Effective Reasoning—0
Subtle Errors Matter: Preference Learning via Error-injected Self-editing—0
PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches—0
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement LearningCode1
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning—0
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths—0
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language ModelsCode1
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification—0
LLM-TOPLA: Efficient LLM Ensemble by Maximising DiversityCode0
BrainTransformers: SNN-LLM—0
Unlocking Structured Thinking in Language Models with Cognitive Prompting—0
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning—0
The Role of Deductive and Inductive Reasoning in Large Language Models—0
Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation—0
PersonaMath: Enhancing Math Reasoning through Persona-Driven Data Augmentation—0
VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit AssignmentCode2
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-ProblemsCode0
Instance-adaptive Zero-shot Chain-of-Thought Prompting—0
PMSS: Pretrained Matrices Skeleton Selection for LLM Fine-tuning—0
LLaMa-SciQ: An Educational Chatbot for Answering Science MCQ—0
Uncovering Latent Chain of Thought Vectors in Language Models—0
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning TasksCode1
ControlMath: Controllable Data Generation Promotes Math Generalist Models—0
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Benchmark Results

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