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Mathematical Reasoning

Papers

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Showing 751–800 of 805 papers

TitleStatusHype
An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical ReasoningCode0
Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic ReasoningCode0
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward ModelsCode0
Pre-Calc: Learning to Use the Calculator Improves Numeracy in Language ModelsCode0
Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language ModelsCode0
OmniRouter: Budget and Performance Controllable Multi-LLM RoutingCode0
The Relationship Between Reasoning and Performance in Large Language Models -- o3 (mini) Thinks Harder, Not LongerCode0
Sample-Efficient Human Evaluation of Large Language Models via Maximum Discrepancy CompetitionCode0
Analysing Mathematical Reasoning Abilities of Neural ModelsCode0
DOP: Diagnostic-Oriented Prompting for Large Language Models in Mathematical CorrectionCode0
MARGE: Improving Math Reasoning for LLMs with Guided ExplorationCode0
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data UncertaintyCode0
MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language ModelsCode0
Scaling up the think-aloud methodCode0
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-ProblemsCode0
Lost in Cultural Translation: Do LLMs Struggle with Math Across Cultural Contexts?Code0
SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process AnnotationCode0
LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement LearningCode0
LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Multi-Domain Reasoning ChallengesCode0
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMsCode0
Bridging the Reasoning Gap: Small LLMs Can Plan with Generalised StrategiesCode0
Brain-Inspired Two-Stage Approach: Enhancing Mathematical Reasoning by Imitating Human Thought ProcessesCode0
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward MechanismCode0
Blank Collapse: Compressing CTC emission for the faster decodingCode0
LLM2: Let Large Language Models Harness System 2 ReasoningCode0
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
5s1-32BAcc56.7—Unverified
6Search-o1Acc56.7—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
3o1-previewAccuracy0.01—Unverified
4GPT-4oAccuracy0.01—Unverified
5Claude 3.5 SonnetAccuracy0.01—Unverified
6o1-miniAccuracy0.01—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