SOTAVerified

GSM8K

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–375 of 439 papers

TitleStatusHype
System-2 Mathematical Reasoning via Enriched Instruction Tuning—0
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs—0
Teaching Small Language Models to Reason—0
The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback—0
The ART of LLM Refinement: Ask, Refine, and Trust—0
The Role of Deductive and Inductive Reasoning in Large Language Models—0
The Unreasonable Effectiveness of Eccentric Automatic Prompts—0
Think before you speak: Training Language Models With Pause Tokens—0
Think Beyond Size: Adaptive Prompting for More Effective Reasoning—0
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs—0
TinyGSM: achieving >80% on GSM8k with small language models—0
Token-Supervised Value Models for Enhancing Mathematical Reasoning Capabilities of Large Language Models—0
Towards Multilingual LLM Evaluation for European Languages—0
Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning—0
Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition—0
Training Chain-of-Thought via Latent-Variable Inference—0
Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning—0
Training Large Language Models to Reason via EM Policy Gradient—0
Transcending Scaling Laws with 0.1% Extra Compute—0
Efficient Contextual LLM Cascades through Budget-Constrained Policy Learning—0
TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling—0
Uncertainty Aware Learning for Language Model Alignment—0
Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs—0
Unlocking Structured Thinking in Language Models with Cognitive Prompting—0
Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures—0
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Benchmark Results

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