SOTAVerified

GSM8K

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 376–400 of 439 papers

TitleStatusHype
BrainTransformers: SNN-LLM—0
Supervised Optimism Correction: Be Confident When LLMs Are Sure—0
Supervisory Prompt Training—0
Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency—0
SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning—0
System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts—0
System-2 Mathematical Reasoning via Enriched Instruction Tuning—0
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs—0
Teaching Small Language Models to Reason—0
Adaptive Decoding via Latent Preference Optimization—0
Adapting LLM Agents with Universal Feedback in Communication—0
The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback—0
The ART of LLM Refinement: Ask, Refine, and Trust—0
When is the consistent prediction likely to be a correct prediction?—0
Balancing the Budget: Understanding Trade-offs Between Supervised and Preference-Based Finetuning—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
Automatic Robustness Stress Testing of LLMs as Mathematical Problem Solvers—0
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs—0
TinyGSM: achieving >80% on GSM8k with small language models—0
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Benchmark Results

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