SOTAVerified

Arithmetic Reasoning

Papers

Showing 2130 of 175 papers

TitleStatusHype
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-VerificationCode2
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math ReasoningCode2
An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningCode2
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMsCode2
Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General TasksCode2
Progressive-Hint Prompting Improves Reasoning in Large Language ModelsCode2
Solving Quantitative Reasoning Problems with Language ModelsCode2
CAPO: Cost-Aware Prompt OptimizationCode2
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-SolvingCode2
Encouraging Divergent Thinking in Large Language Models through Multi-Agent DebateCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Claude 3.5 Sonnet (HPT)Accuracy97.72Unverified
2DUP prompt upon GPT-4Accuracy97.1Unverified
3Qwen2-Math-72B-Instruct (greedy)Accuracy96.7Unverified
4SFT-Mistral-7B (Metamath, OVM, Smart Ensemble)Accuracy96.4Unverified
5OpenMath2-Llama3.1-70B (majority@256)Accuracy96Unverified
6Jiutian-大模型Accuracy95.2Unverified
7DAMOMath-7B(MetaMath, OVM, BS, Ensemble)Accuracy95.1Unverified
8Claude 3 Opus (0-shot chain-of-thought)Accuracy95Unverified
9OpenMath2-Llama3.1-70BAccuracy94.9Unverified
10GPT-4 (Teaching-Inspired)Accuracy94.8Unverified
#ModelMetricClaimedVerifiedStatus
1Text-davinci-002 (175B)(zero-shot-cot)Accuracy78.7Unverified
2Text-davinci-002 (175B) (zero-shot)Accuracy17.7Unverified
#ModelMetricClaimedVerifiedStatus
1Tree of Thoughts (b=5)Success0.74Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4 (Teaching-Inspired)Accuracy92.2Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4 (Teaching-Inspired)Accuracy89.2Unverified