SOTAVerified

GSM8K

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–375 of 439 papers

TitleStatusHype
S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models—0
Uncovering Latent Chain of Thought Vectors in Language Models—0
SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models—0
Cool-Fusion: Fuse Large Language Models without Training—0
ControlMath: Controllable Data Generation Promotes Math Generalist Models—0
Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On—0
Slimming Down LLMs Without Losing Their Minds—0
Contrastive Decoding Improves Reasoning in Large Language Models—0
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost—0
Adaptive Dense Reward: Understanding the Gap Between Action and Reward Space in Alignment—0
SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs—0
SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning—0
Complexity-Based Prompting for Multi-Step Reasoning—0
Solving math word problems with process- and outcome-based feedback—0
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning—0
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning—0
SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths—0
Steering LLM Reasoning Through Bias-Only Adaptation—0
ChunkKV: Semantic-Preserving KV Cache Compression for Efficient Long-Context LLM Inference—0
Can Separators Improve Chain-of-Thought Prompting?—0
Strategic Chain-of-Thought: Guiding Accurate Reasoning in LLMs through Strategy Elicitation—0
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation—0
STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning—0
Subtle Errors Matter: Preference Learning via Error-injected Self-editing—0
Building Math Agents with Multi-Turn Iterative Preference Learning—0
Show:102550
← PrevPage 15 of 18Next →

Benchmark Results

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