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Mathematical Reasoning

Papers

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Showing 776–800 of 805 papers

TitleStatusHype
Linguistic Generalizability of Test-Time Scaling in Mathematical ReasoningCode0
Library Learning Doesn't: The Curious Case of the Single-Use "Library"Code0
Adaptive Graph Pruning for Multi-Agent CommunicationCode0
LEMMA: Bootstrapping High-Level Mathematical Reasoning with Learned Symbolic AbstractionsCode0
Learning to Prove Theorems via Interacting with Proof AssistantsCode0
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You ThinkCode0
Large Language Models for Mathematical AnalysisCode0
Weakly Supervised Formula Learner for Solving Mathematical ProblemsCode0
Unraveling Misinformation Propagation in LLM ReasoningCode0
SIKeD: Self-guided Iterative Knowledge Distillation for mathematical reasoningCode0
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
Do LLM Evaluators Prefer Themselves for a Reason?Code0
KVTuner: Sensitivity-Aware Layer-wise Mixed Precision KV Cache Quantization for Efficient and Nearly Lossless LLM InferenceCode0
Discriminative Policy Optimization for Token-Level Reward ModelsCode0
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation LearningCode0
Smart Vision-Language ReasonersCode0
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTSCode0
Instructing Large Language Models to Identify and Ignore Irrelevant ConditionsCode0
How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning PerspectiveCode0
How Do Humans Write Code? Large Models Do It the Same Way TooCode0
Decomposing Elements of Problem Solving: What "Math" Does RL Teach?Code0
AlignedCoT: Prompting Large Language Models via Native-Speaking DemonstrationsCode0
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All datasetsAIME24FrontierMathLila (IID)Lila (OOD)PGPS9KAMC23GeoQAMath500UniGeoUniGeo (PRV)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAcc94.4—Unverified
2DeepSeek-r1Acc79.8—Unverified
3Openai-o1Acc74.4—Unverified
4Openai-o1-miniAcc70—Unverified
5Search-o1Acc56.7—Unverified
6s1-32BAcc56.7—Unverified
7Openai-o1-previewAcc44.6—Unverified
8Qwen2.5-72B-InstructAcc23.3—Unverified
9Claude3.5-SonnetAcc16—Unverified
#ModelMetricClaimedVerifiedStatus
1o3Accuracy0.25—Unverified
2Gemini 1.5 Pro (002)Accuracy0.02—Unverified
3GPT-4oAccuracy0.01—Unverified
4o1-miniAccuracy0.01—Unverified
5o1-previewAccuracy0.01—Unverified
6Claude 3.5 SonnetAccuracy0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.6—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.48—Unverified
3Neo-P (Fine-tuned, 2.7B)Accuracy0.39—Unverified
4GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
5Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.25—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.59—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.45—Unverified
3GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
4Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.27—Unverified
5Neo-P (Fine-tuned, 2.7B)Accuracy0.24—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDCompletion accuracy65.8—Unverified
2PGPSNetCompletion accuracy62.7—Unverified
3GAPSCompletion accuracy61.2—Unverified
4Inter-GPSCompletion accuracy59.8—Unverified
5GeoformerCompletion accuracy35.6—Unverified
6NGSCompletion accuracy34.1—Unverified
#ModelMetricClaimedVerifiedStatus
1QWQ-32B-previewAcc82.5—Unverified
2Math-MasterAcc82—Unverified
3Qwen2.5-Math-7B-instructAcc62.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)75.2—Unverified
2GAPSAccuracy (%)67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Search-o1Acc86.4—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)98.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GAPSAccuracy (%)97.5—Unverified