SOTAVerified

GSM8K

Papers

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Showing 101–150 of 439 papers

TitleStatusHype
Lexico: Extreme KV Cache Compression via Sparse Coding over Universal DictionariesCode1
GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt OptimizersCode1
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning CapabilityCode1
What Do Learning Dynamics Reveal About Generalization in LLM Reasoning?Code1
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding ThoughtsCode1
LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA OptimizationCode1
Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward PassesCode1
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement LearningCode1
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language ModelsCode1
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning TasksCode1
Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator AgentCode1
SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language ModelsCode1
Mathfish: Evaluating Language Model Math Reasoning via Grounding in Educational CurriculaCode1
Learning Goal-Conditioned Representations for Language Reward ModelsCode1
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical ReasoningCode1
Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical ReasoningCode1
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language FeedbackCode1
Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive PrinciplesCode1
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based SamplingCode1
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token IdentificationCode1
Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-ContrastCode1
Multiple-Choice Questions are Efficient and Robust LLM EvaluatorsCode1
Markovian Transformers for Informative Language ModelingCode1
Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word ProblemsCode1
Toward Self-Improvement of LLMs via Imagination, Searching, and CriticizingCode1
Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with AutoformalizationCode1
Large Language Models are Contrastive ReasonersCode1
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language ModelsCode1
Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt TemplatesCode1
Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and DistillationCode1
Language Models as Science TutorsCode1
Over-Reasoning and Redundant Calculation of Large Language ModelsCode1
Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step ReasoningCode1
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided InterventionsCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human AnnotationsCode1
Token-Level Adaptation of LoRA Adapters for Downstream Task GeneralizationCode1
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning ProofsCode1
OVM, Outcome-supervised Value Models for Planning in Mathematical ReasoningCode1
Data Contamination Quiz: A Tool to Detect and Estimate Contamination in Large Language ModelsCode1
Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and ObservationsCode1
Learning From Mistakes Makes LLM Better ReasonerCode1
TRACE: A Comprehensive Benchmark for Continual Learning in Large Language ModelsCode1
Design of Chain-of-Thought in Math Problem SolvingCode1
Large Language Models as OptimizersCode1
AskIt: Unified Programming Interface for Programming with Large Language ModelsCode1
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step ReasoningCode1
Matrix Information Theory for Self-Supervised LearningCode1
GRACE: Discriminator-Guided Chain-of-Thought ReasoningCode1
Automatic Model Selection with Large Language Models for ReasoningCode1
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Benchmark Results

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