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Mathematical Reasoning

Papers

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Showing 101–150 of 805 papers

TitleStatusHype
Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence—0
RaDeR: Reasoning-aware Dense Retrieval ModelsCode1
The Unreasonable Effectiveness of Model Merging for Cross-Lingual Transfer in LLMs—0
Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN—0
Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms—0
Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains—0
KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical ReasoningCode1
Dynamic Sampling that Adapts: Iterative DPO for Self-Aware Mathematical Reasoning—0
SMART: Self-Generating and Self-Validating Multi-Dimensional Assessment for LLMs' Mathematical Problem Solving—0
HOFT: Householder Orthogonal Fine-tuning—0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
MCP-RADAR: A Multi-Dimensional Benchmark for Evaluating Tool Use Capabilities in Large Language Models—0
Bottlenecked Transformers: Periodic KV Cache Abstraction for Generalised Reasoning—0
Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems—0
MAPS: A Multilingual Benchmark for Global Agent Performance and Security—0
SSR: Speculative Parallel Scaling Reasoning in Test-time—0
Can LLMs understand Math? -- Exploring the Pitfalls in Mathematical Reasoning—0
Trajectory Bellman Residual Minimization: A Simple Value-Based Method for LLM Reasoning—0
RL Tango: Reinforcing Generator and Verifier Together for Language ReasoningCode2
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
MM-Agent: LLM as Agents for Real-world Mathematical Modeling ProblemCode3
SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process AnnotationCode0
Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning—0
Text Generation Beyond Discrete Token Sampling—0
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning ModelsCode1
Can Pruning Improve Reasoning? Revisiting Long-CoT Compression with Capability in Mind for Better Reasoning—0
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models—0
AAPO: Enhance the Reasoning Capabilities of LLMs with Advantage Momentum—0
Let's Verify Math Questions Step by StepCode1
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement LearningCode5
Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning—0
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications—0
General-Reasoner: Advancing LLM Reasoning Across All DomainsCode3
OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation—0
Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers—0
Selective Code Generation for Functional Guarantees—0
Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents—0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning—0
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPOCode0
Optimizing Anytime Reasoning via Budget Relative Policy OptimizationCode2
Step-wise Adaptive Integration of Supervised Fine-tuning and Reinforcement Learning for Task-Specific LLMs—0
Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable RewardsCode1
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level SupervisionCode4
AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database—0
RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level MathematicsCode1
DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained OptimizationCode2
MARGE: Improving Math Reasoning for LLMs with Guided ExplorationCode0
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization—0
HARDMath2: A Benchmark for Applied Mathematics Built by Students as Part of a Graduate ClassCode0
Token-Level Uncertainty Estimation for Large Language Model Reasoning—0
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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