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GSM8K

Papers

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Showing 251–300 of 439 papers

TitleStatusHype
When is the consistent prediction likely to be a correct prediction?—0
Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning—0
Accelerating Chain-of-Thought Reasoning: When Goal-Gradient Importance Meets Dynamic Skipping—0
No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function—0
Nudging: Inference-time Alignment of LLMs via Guided Decoding—0
Fine-Grained Self-Endorsement Improves Factuality and Reasoning—0
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning—0
On Designing Effective RL Reward at Training Time for LLM Reasoning—0
Uncertainty Aware Learning for Language Model Alignment—0
Making Large Language Models Better Reasoners with Step-Aware Verifier—0
Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty—0
Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation—0
Orca-Math: Unlocking the potential of SLMs in Grade School Math—0
Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree—0
Exploring an LM to generate Prolog Predicates from Mathematics Questions—0
Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs—0
Explicit Knowledge Transfer for Weakly-Supervised Code Generation—0
PARAMANU-GANITA: Language Model with Mathematical Capabilities—0
Patience Is The Key to Large Language Model Reasoning—0
PersonaMath: Enhancing Math Reasoning through Persona-Driven Data Augmentation—0
Pheromone-based Learning of Optimal Reasoning Paths—0
Excessive Reasoning Attack on Reasoning LLMs—0
Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization—0
Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models—0
PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models—0
PMSS: Pretrained Matrices Skeleton Selection for LLM Fine-tuning—0
PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches—0
PORT: Preference Optimization on Reasoning Traces—0
Position-Aware Depth Decay Decoding (D^3): Boosting Large Language Model Inference Efficiency—0
Predicting Emergent Capabilities by Finetuning—0
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning—0
Premise Order Matters in Reasoning with Large Language Models—0
PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models—0
Evaluation of LLMs for mathematical problem solving—0
Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation—0
Prompt Baking—0
Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search—0
Prompt Engineering a Prompt Engineer—0
Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression—0
Prompt Selection and Augmentation for Few Examples Code Generation in Large Language Model and its Application in Robotics Control—0
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning—0
Quasi-random Multi-Sample Inference for Large Language Models—0
Elastic Weight Consolidation for Full-Parameter Continual Pre-Training of Gemma2—0
Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks—0
Question Tokens Deserve More Attention: Enhancing Large Language Models without Training through Step-by-Step Reading and Question Attention Recalibration—0
Efficient Fine-Tuning of Quantized Models via Adaptive Rank and Bitwidth—0
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement—0
Efficient Data Selection at Scale via Influence Distillation—0
Dynamic Subset Tuning: Expanding the Operational Range of Parameter-Efficient Training for Large Language Models—0
RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought—0
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Benchmark Results

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