| 1 | Minerva 540B | 540 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 2 | Minerva 540B (5-shot) mCoT | 540 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 3 | PaLM 540B | 540 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 4 | PaLM 540B (5-shot) mCoT | 540 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 5 | davinci-002 175B | 175 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 6 | GPT-3-175B (few-shot) | 175 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 7 | GPT-3 175B (8-shot) | 175 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 8 | GAL 120B (5-shot) mCoT | 120 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 9 | GAL 120B <work> | 120 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 10 | Qwen2.5-Math-72B-Instruct(TIR,Greedy) | 72 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 11 | Qwen2.5-Math-72B-Instruct(COT,Greedy) | 72 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 12 | Qwen2-Math-72B-Instruct(greedy) | 72 | Yes | Qwen2 Technical Report | 2024-07-15 | Code |
| 13 | MMIQC-72B | 72 | Yes | Augmenting Math Word Problems via Iterative Ques... | 2024-01-17 | Code |
| 14 | OpenMath-CodeLlama-70B (w/ code, SC, k=50) | 70 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 15 | OpenMath-Llama2-70B (w/ code, SC, k=50) | 70 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 16 | ToRA 70B (w/ code, SC, k=50) | 70 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 17 | DART-Math-Llama3-70B-Prop2Diff (0-shot CoT, w/o code) | 70 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 18 | DART-Math-Llama3-70B-Uniform (0-shot CoT, w/o code) | 70 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 19 | OpenMath-CodeLlama-70B (w/ code) | 70 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 20 | ToRA 70B (w/ code) | 70 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 21 | OpenMath-Llama2-70B (w/ code) | 70 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 22 | MuggleMATH-70B | 70 | Yes | MuggleMath: Assessing the Impact of Query and Re... | 2023-10-09 | Code |
| 23 | MetaMath 70B | 70 | Yes | MetaMath: Bootstrap Your Own Mathematical Questi... | 2023-09-21 | Code |
| 24 | WizardMath-70B-V1.0 | 70 | Yes | WizardMath: Empowering Mathematical Reasoning fo... | 2023-08-18 | Code |
| 25 | Shepherd + DeepSeek-67B (SFT on MetaMATH + PRM rerank, k=256) | 67 | Yes | Math-Shepherd: Verify and Reinforce LLMs Step-by... | 2023-12-14 | Code |
| 26 | LLaMA 65B (maj1@k) | 65 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 27 | LLaMA 65B | 65 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 28 | Minerva 62B (maj5@256) | 62 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 29 | Minerva 62B (maj1@k, k=64) | 62 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 30 | Minerva 62B (4-shot) | 62 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 31 | PaLM 62B | 62 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 32 | OpenMath-CodeLlama-34B (w/ code, SC, k=50) | 34 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 33 | ToRA-Code 34B model (w/ code, SC, k=50) | 34 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 34 | ToRA-Code 34B (w/ code) | 34 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 35 | MMOS-CODE-34B(0-shot) | 34 | Yes | An Empirical Study of Data Ability Boundary in L... | 2024-02-23 | Code |
| 36 | Llemma-34B-KPMath-Plus | 34 | No | Key-Point-Driven Data Synthesis with its Enhance... | 2024-03-04 | - |
| 37 | OpenMath-CodeLlama-34B (w/ code) | 34 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 38 | MathCoder-CL-34B | 34 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 39 | MathCoder-L-34B | 34 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 40 | LLaMA 33B-maj1@k | 33 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 41 | LLaMA 33B | 33 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 42 | GAL 30B (5-shot) mCoT | 30 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 43 | GAL 30B <work> | 30 | No | Galactica: A Large Language Model for Science | 2022-11-16 | Code |
| 44 | OpenMath-CodeLlama-13B (w/ code, SC, k=50) | 13 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 45 | ToRA-Code 13B (w/ code) | 13 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 46 | OpenMath-CodeLlama-13B (w/ code) | 13 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 47 | ToRA 13B (w/ code) | 13 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 48 | Llama2-13B-KPMath-Plus | 13 | No | Key-Point-Driven Data Synthesis with its Enhance... | 2024-03-04 | - |
| 49 | MathCoder-CL-13B | 13 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 50 | MuggleMATH-13B | 13 | Yes | MuggleMath: Assessing the Impact of Query and Re... | 2023-10-09 | Code |
| 51 | MathCoder-L-13B | 13 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 52 | MetaMath 13B | 13 | Yes | MetaMath: Bootstrap Your Own Mathematical Questi... | 2023-09-21 | Code |
| 53 | WizardMath-13B-V1.0 | 13 | Yes | WizardMath: Empowering Mathematical Reasoning fo... | 2023-08-18 | Code |
| 54 | LLaMA 13B-maj1@k | 13 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 55 | GPT-3 13B | 13 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 56 | LLaMA 13B | 13 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 57 | GPT-3-13B (few-shot) | 13 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 58 | Minerva 8B (maj5@256) | 8 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 59 | DART-Math-Llama3-8B-Prop2Diff (0-shot CoT, w/o code) | 8 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 60 | DART-Math-Llama3-8B-Uniform (0-shot CoT, w/o code) | 8 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 61 | Minerva 8B (maj1@k, k=64) | 8 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 62 | Minerva 8B | 8 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 63 | PaLM 8B (fine-tuned) | 8 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 64 | PaLM 8B | 8 | No | Solving Quantitative Reasoning Problems with Lan... | 2022-06-29 | Code |
| 65 | Qwen2.5-Math-7B-Instruct(TIR,Greedy) | 7 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 66 | Qwen2.5-Math-7B-Instruct(COT,Greedy) | 7 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 67 | DAMOMath-7B | 7 | Yes | - | - | - |
| 68 | MMOS-DeepSeekMath-7B(0-shot,k=50) | 7 | Yes | An Empirical Study of Data Ability Boundary in L... | 2024-02-23 | Code |
| 69 | DeepSeekMATH-RL-7B (w/ code, greedy decoding) | 7 | Yes | DeepSeekMath: Pushing the Limits of Mathematical... | 2024-02-05 | Code |
| 70 | OpenMath-Mistral-7B (w/ code, SC, k=50) | 7 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 71 | OpenMath-CodeLlama-7B (w/ code, SC, k=50) | 7 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 72 | MMOS-DeepSeekMath-7B(0-shot) | 7 | Yes | An Empirical Study of Data Ability Boundary in L... | 2024-02-23 | Code |
| 73 | DART-Math-DSMath-7B-Prop2Diff (0-shot CoT, w/o code) | 7 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 74 | DART-Math-DSMath-7B-Uniform (0-shot CoT, w/o code) | 7 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 75 | DeepSeekMATH-RL-7B (greedy decoding) | 7 | Yes | DeepSeekMath: Pushing the Limits of Mathematical... | 2024-02-05 | Code |
| 76 | DeepSeekMath-7B-KPMath-Plus | 7 | No | Key-Point-Driven Data Synthesis with its Enhance... | 2024-03-04 | - |
| 77 | Mistral-7B-KPMath-Plus | 7 | Yes | Key-Point-Driven Data Synthesis with its Enhance... | 2024-03-04 | - |
| 78 | DART-Math-Mistral-7B-Prop2Diff (0-shot CoT, w/o code) | 7 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 79 | ToRA-Code 7B (w/ code) | 7 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 80 | OpenMath-Mistral-7B (w/ code) | 7 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 81 | MMOS-CODE-7B(0-shot) | 7 | Yes | An Empirical Study of Data Ability Boundary in L... | 2024-02-23 | Code |
| 82 | OpenMath-CodeLlama-7B (w/ code) | 7 | Yes | OpenMathInstruct-1: A 1.8 Million Math Instructi... | 2024-02-15 | Code |
| 83 | Shepherd+Mistral-7B (SFT on MetaMATH + PRM RL+ PRM rerank, k=256) | 7 | Yes | Math-Shepherd: Verify and Reinforce LLMs Step-by... | 2023-12-14 | Code |
| 84 | DART-Math-Mistral-7B-Uniform (0-shot CoT, w/o code) | 7 | Yes | DART-Math: Difficulty-Aware Rejection Tuning for... | 2024-06-18 | Code |
| 85 | SFT-Mistral-7B | 7 | Yes | - | - | - |
| 86 | ToRA 7B (w/ code) | 7 | Yes | ToRA: A Tool-Integrated Reasoning Agent for Math... | 2023-09-29 | Code |
| 87 | Shepherd + Mistral-7B (SFT on MetaMATH + PRM RL) | 7 | Yes | Math-Shepherd: Verify and Reinforce LLMs Step-by... | 2023-12-14 | Code |
| 88 | WizardMath-7B-V1.1 | 7 | Yes | WizardMath: Empowering Mathematical Reasoning fo... | 2023-08-18 | Code |
| 89 | MathCoder-CL-7B | 7 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 90 | OpenChat-3.5-1210 7B | 7 | No | OpenChat: Advancing Open-source Language Models ... | 2023-09-20 | Code |
| 91 | OpenChat-3.5 7B | 7 | No | OpenChat: Advancing Open-source Language Models ... | 2023-09-20 | Code |
| 92 | MuggleMATH 7B | 7 | Yes | MuggleMath: Assessing the Impact of Query and Re... | 2023-10-09 | Code |
| 93 | MathCoder-L-7B | 7 | Yes | MathCoder: Seamless Code Integration in LLMs for... | 2023-10-05 | Code |
| 94 | MetaMath 7B | 7 | Yes | MetaMath: Bootstrap Your Own Mathematical Questi... | 2023-09-21 | Code |
| 95 | Mistral 7B (maj@4) | 7 | No | Mixtral of Experts | 2024-01-08 | Code |
| 96 | Mistral 7B (maj@4) | 7 | No | Mixtral of Experts | 2024-01-08 | Code |
| 97 | WizardMath-7B-V1.0 | 7 | Yes | WizardMath: Empowering Mathematical Reasoning fo... | 2023-08-18 | Code |
| 98 | LLaMA 7B-maj1@k | 7 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 99 | LLaMA 7B | 7 | No | LLaMA: Open and Efficient Foundation Language Mo... | 2023-02-27 | Code |
| 100 | GPT-3 2.7B | 2.7 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 101 | Qwen2.5-Math-1.5B-Instruct(TIR,Greedy) | 1.5 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 102 | Qwen2.5-Math-1.5B-Instruct(COT,Greedy) | 1.5 | Yes | Qwen2.5-Math Technical Report: Toward Mathematic... | 2024-09-18 | - |
| 103 | GPT-2 (1.5B) | 1.5 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 104 | GPT-2 (0.7B) | 0.7 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 105 | GPT-2 (0.3B) | 0.3 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |
| 106 | GPT-2 (0.1B) | 0.1 | No | Measuring Mathematical Problem Solving With the ... | 2021-03-05 | Code |