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Mathematical Reasoning

Papers

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Showing 351–400 of 805 papers

TitleStatusHype
Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains—0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
SMART: Self-Generating and Self-Validating Multi-Dimensional Assessment for LLMs' Mathematical Problem Solving—0
Bottlenecked Transformers: Periodic KV Cache Abstraction for Generalised Reasoning—0
Dynamic Sampling that Adapts: Iterative DPO for Self-Aware Mathematical Reasoning—0
Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms—0
HOFT: Householder Orthogonal Fine-tuning—0
Amplify Adjacent Token Differences: Enhancing Long Chain-of-Thought Reasoning with Shift-FFN—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
MAPS: A Multilingual Benchmark for Global Agent Performance and Security—0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems—0
SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process AnnotationCode0
Can Pruning Improve Reasoning? Revisiting Long-CoT Compression with Capability in Mind for Better Reasoning—0
AAPO: Enhance the Reasoning Capabilities of LLMs with Advantage Momentum—0
Text Generation Beyond Discrete Token Sampling—0
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models—0
Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning—0
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications—0
OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation—0
Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning—0
Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers—0
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPOCode0
Step-wise Adaptive Integration of Supervised Fine-tuning and Reinforcement Learning for Task-Specific LLMs—0
Selective Code Generation for Functional Guarantees—0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning—0
AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database—0
Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents—0
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
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Real-Time Verification of Embodied Reasoning for Generative Skill Acquisition—0
Are Large Language Models Robust in Understanding Code Against Semantics-Preserving Mutations?—0
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector AttentionCode0
Agent-as-a-Service based on Agent Network—0
Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation—0
Assessing Robustness to Spurious Correlations in Post-Training Language Models—0
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey—0
RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library—0
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You ThinkCode0
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets—0
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning—0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning—0
Hierarchical Attention Generates Better ProofsCode0
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts—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