SOTAVerified

GSM8K

Papers

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Showing 351–375 of 439 papers

TitleStatusHype
VarBench: Robust Language Model Benchmarking Through Dynamic Variable PerturbationCode0
PORT: Preference Optimization on Reasoning Traces—0
Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model EvaluationCode0
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning—0
Can LLMs Reason in the Wild with Programs?Code0
ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank AdaptationCode0
Uncertainty Aware Learning for Language Model Alignment—0
Does your data spark joy? Performance gains from domain upsampling at the end of training—0
Improve Mathematical Reasoning in Language Models by Automated Process Supervision—0
GKT: A Novel Guidance-Based Knowledge Transfer Framework For Efficient Cloud-edge Collaboration LLM DeploymentCode0
SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths—0
Arithmetic Reasoning with LLM: Prolog Generation & Permutation—0
Multi-Reference Preference Optimization for Large Language Models—0
MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time—0
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving—0
Meaning-Typed Programming: Language Abstraction and Runtime for Model-Integrated Applications—0
MathDivide: Improved mathematical reasoning by large language models—0
MAmmoTH2: Scaling Instructions from the Web—0
A Careful Examination of Large Language Model Performance on Grade School Arithmetic—0
Iterative Reasoning Preference Optimization—0
PARAMANU-GANITA: Language Model with Mathematical Capabilities—0
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?—0
Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models—0
Efficient Contextual LLM Cascades through Budget-Constrained Policy Learning—0
Automatic Prompt Selection for Large Language Models—0
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Benchmark Results

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