SOTAVerified

Mathematical Reasoning

Papers

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Showing 701–750 of 805 papers

TitleStatusHype
Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad—0
ProRefine: Inference-time Prompt Refinement with Textual Feedback—0
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning—0
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement—0
Random Feedback Alignment Algorithms to train Neural Networks: Why do they Align?—0
Real-Time Verification of Embodied Reasoning for Generative Skill Acquisition—0
ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning—0
Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment—0
Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models—0
MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models—0
Recognizing and Verifying Mathematical Equations using Multiplicative Differential Neural Units—0
Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection—0
Reliable and Efficient Amortized Model-based Evaluation—0
Reliable Natural Language Understanding with Large Language Models and Answer Set Programming—0
Reliable Reasoning Beyond Natural Language—0
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs—0
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning—0
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot—0
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness—0
Revisiting Overthinking in Long Chain-of-Thought from the Perspective of Self-Doubt—0
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation—0
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning—0
Revisiting the Superficial Alignment Hypothesis—0
RL-finetuning LLMs from on- and off-policy data with a single algorithm—0
Robustness Assessment of Mathematical Reasoning in the Presence of Missing and Contradictory Conditions—0
RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library—0
S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners—0
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models—0
Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking—0
Sample, Don't Search: Rethinking Test-Time Alignment for Language Models—0
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search—0
SAT Solvers and Computer Algebra Systems: A Powerful Combination for Mathematics—0
SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization—0
Selective Code Generation for Functional Guarantees—0
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models—0
Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models—0
Self-Training Large Language Models for Tool-Use Without Demonstrations—0
Sens-Merging: Sensitivity-Guided Parameter Balancing for Merging Large Language Models—0
Can Graph Descriptive Order Affect Solving Graph Problems with LLMs?—0
SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models—0
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models—0
Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On—0
Slimming Down LLMs Without Losing Their Minds—0
SMART: A Situation Model for Algebra Story Problems via Attributed Grammar—0
SMART: Self-Generating and Self-Validating Multi-Dimensional Assessment for LLMs' Mathematical Problem Solving—0
SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs—0
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning—0
Speculative Decoding for Multi-Sample Inference—0
SSR: Speculative Parallel Scaling Reasoning in Test-time—0
STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing—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
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