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Mathematical Reasoning

Papers

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Showing 701–750 of 805 papers

TitleStatusHype
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized ToolsetsCode2
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem SolvingCode3
LPML: LLM-Prompting Markup Language for Mathematical Reasoning—0
Code Soliloquies for Accurate Calculations in Large Language ModelsCode0
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language ModelsCode2
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
MAmmoTH: Building Math Generalist Models through Hybrid Instruction TuningCode2
On the meaning of uncertainty for ethical AI: philosophy and practice—0
No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function—0
When Do Program-of-Thoughts Work for Reasoning?Code2
Semi-Supervised Learning via Weight-aware Distillation under Class Distribution MismatchCode1
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-InstructCode5
Probabilistic Results on the Architecture of Mathematical Reasoning Aligned by Cognitive Alternation—0
Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module OperationCode1
Forward-Backward Reasoning in Large Language Models for Mathematical Verification—0
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-VerificationCode2
Scaling Relationship on Learning Mathematical Reasoning with Large Language ModelsCode2
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models—0
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain ScenariosCode2
MinT: Boosting Generalization in Mathematical Reasoning via Multi-View Fine-Tuning—0
MWPRanker: An Expression Similarity Based Math Word Problem Retriever—0
Math Word Problem Solving by Generating Linguistic Variants of Problem StatementsCode0
JiuZhang 2.0: A Unified Chinese Pre-trained Language Model for Multi-task Mathematical Problem Solving—0
Position: AI Evaluation Should Learn from How We Test HumansCode0
Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and BeyondCode1
Investigating the Effectiveness of ChatGPT in Mathematical Reasoning and Problem Solving: Evidence from the Vietnamese National High School Graduation Examination—0
Turning large language models into cognitive modelsCode1
Random Feedback Alignment Algorithms to train Neural Networks: Why do they Align?—0
Evaluating Language Models for Mathematics through InteractionsCode1
Learning Multi-Step Reasoning by Solving Arithmetic TasksCode1
Gorilla: Large Language Model Connected with Massive APIsCode6
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation AnalysisCode1
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with Transformers—0
FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based OptimizationCode1
Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering—0
Self-Refine: Iterative Refinement with Self-FeedbackCode3
Natural Language Reasoning, A SurveyCode1
Sparks of Artificial General Intelligence: Early experiments with GPT-4Code6
MathPrompter: Mathematical Reasoning using Large Language ModelsCode1
A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from DiagramCode1
ChatGPT for Robotics: Design Principles and Model AbilitiesCode4
Tree-Based Representation and Generation of Natural and Mathematical LanguageCode1
Learning by Applying: A General Framework for Mathematical Reasoning via Enhancing Explicit Knowledge Learning—0
Explanation Selection Using Unlabeled Data for Chain-of-Thought PromptingCode0
Reliable Natural Language Understanding with Large Language Models and Answer Set Programming—0
Techniques to Improve Neural Math Word Problem SolversCode0
Mathematical Capabilities of ChatGPTCode1
A Survey of Deep Learning for Mathematical ReasoningCode2
Reasoning with Language Model Prompting: A SurveyCode3
UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical ExpressionCode1
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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