SOTAVerified

GSM8K

Papers

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Showing 176–200 of 439 papers

TitleStatusHype
Reasoning Robustness of LLMs to Adversarial Typographical Errors—0
Kwai-STaR: Transform LLMs into State-Transition Reasoners—0
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-RewardingCode2
Self-Consistency Preference Optimization—0
Dictionary Insertion Prompting for Multilingual Reasoning on Multilingual Large Language Models—0
Rethinking Data Synthesis: A Teacher Model Training Recipe with Interpretation—0
LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA OptimizationCode1
ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning—0
Scaling up Masked Diffusion Models on TextCode3
Adaptive Dense Reward: Understanding the Gap Between Action and Reward Space in Alignment—0
Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward PassesCode1
Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation—0
SMART: Self-learning Meta-strategy Agent for Reasoning TasksCode0
On Designing Effective RL Reward at Training Time for LLM Reasoning—0
TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling—0
SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented GenerationCode0
Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math ReasoningCode0
MIND: Math Informed syNthetic Dialogues for Pretraining LLMs—0
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning TasksCode0
How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning PerspectiveCode0
COrAL: Order-Agnostic Language Modeling for Efficient Iterative RefinementCode0
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function OptimizationCode2
Nudging: Inference-time Alignment of LLMs via Guided Decoding—0
SuperCorrect: Supervising and Correcting Language Models with Error-Driven InsightsCode4
Towards Multilingual LLM Evaluation for European Languages—0
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Benchmark Results

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