SOTAVerified

Arithmetic Reasoning

Papers

Showing 6170 of 175 papers

TitleStatusHype
Arithmetic Reasoning with LLM: Prolog Generation & Permutation0
Large Language Models Can Self-Correct with Key Condition Verification0
Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs0
Enabling High-Sparsity Foundational Llama Models with Efficient Pretraining and Deployment0
Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word ProblemsCode1
Toward Self-Improvement of LLMs via Imagination, Searching, and CriticizingCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
ReFT: Representation Finetuning for Language ModelsCode5
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM0
The Claude 3 Model Family: Opus, Sonnet, Haiku0
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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