# Mathematical Reasoning on MetaMathQA (test)

Source: [Mathematical Reasoning on MetaMathQA (test)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-metamathqa-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:30:42.845Z

Evaluation of model performance on the test split of the MetaMathQA dataset for mathematical reasoning tasks, typically measured by accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Mathematical Reasoning |
| Dataset (including any stated split) | MetaMathQA (test) |
| Metric | Accuracy |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/mathematical-reasoning-on-metamathqa-test.md?metric=Accuracy>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DA | 53.37 | Not recorded | 698423faa8b01e76cc8ee679 |
| DA | 51.78 | Not recorded | 698423faa8b01e76cc8ee679 |
| RSFT | 49.73 | Not recorded | 698423faa8b01e76cc8ee679 |
| DA | 49.2 | Not recorded | 698423faa8b01e76cc8ee679 |
| RSFT | 48.14 | Not recorded | 698423faa8b01e76cc8ee679 |
| LoRA | 47.76 | Not recorded | 68fa72551e209131cea55afa |
| RSFT | 45.03 | Not recorded | 698423faa8b01e76cc8ee679 |
| ResLoRAbs | 43.9 | Not recorded | 68fa72551e209131cea55afa |
| PAD | 43.72 | Not recorded | 698423faa8b01e76cc8ee679 |
| ResLoRAis | 43.37 | Not recorded | 68fa72551e209131cea55afa |
| PAD | 42.53 | Not recorded | 698423faa8b01e76cc8ee679 |
| PAD | 42.51 | Not recorded | 698423faa8b01e76cc8ee679 |
| LoRA | 42.23 | Not recorded | 68fa72551e209131cea55afa |
| DA | 35.43 | Not recorded | 698423faa8b01e76cc8ee679 |
| PAD | 34.54 | Not recorded | 698423faa8b01e76cc8ee679 |
| RSFT | 34.4 | Not recorded | 698423faa8b01e76cc8ee679 |
| RSFT | 34.4 | Not recorded | 698423faa8b01e76cc8ee679 |
| DA | 34.38 | Not recorded | 698423faa8b01e76cc8ee679 |
| PAD | 33.27 | Not recorded | 698423faa8b01e76cc8ee679 |
| ResLoRAms | 33.13 | Not recorded | 68fa72551e209131cea55afa |
| PAD | 32.38 | Not recorded | 698423faa8b01e76cc8ee679 |
| DA | 30.27 | Not recorded | 698423faa8b01e76cc8ee679 |
| LoHA | 30.17 | Not recorded | 68fa72551e209131cea55afa |
| RSFT | 28.19 | Not recorded | 698423faa8b01e76cc8ee679 |
| AdaLoRA | 25.17 | Not recorded | 68fa72551e209131cea55afa |
| LoKr | 21.76 | Not recorded | 68fa72551e209131cea55afa |

### DA

Accuracy: 53.37. Result ID: 699605735698665ec43c82e7.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### DA

Accuracy: 51.78. Result ID: 699605735698665ec43c82e1.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### RSFT

Accuracy: 49.73. Result ID: 699605735698665ec43c82eb.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### DA

Accuracy: 49.2. Result ID: 699605735698665ec43c82ed.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### RSFT

Accuracy: 48.14. Result ID: 699605735698665ec43c82e5.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 47.76. Result ID: 699210543a6c3148490c5606.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Rank":16,"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### RSFT

Accuracy: 45.03. Result ID: 699605735698665ec43c82df.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### ResLoRAbs

Accuracy: 43.9. Result ID: 699210543a6c3148490c560c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Implementation](<https://github.com/microsoft/LMOps/tree/main/reslora>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### PAD

Accuracy: 43.72. Result ID: 699605735698665ec43c82ef.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### ResLoRAis

Accuracy: 43.37. Result ID: 699210543a6c3148490c560b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Implementation](<https://github.com/microsoft/LMOps/tree/main/reslora>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### PAD

Accuracy: 42.53. Result ID: 699605735698665ec43c82e9.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### PAD

Accuracy: 42.51. Result ID: 699605735698665ec43c82e3.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"gsm8k"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 42.23. Result ID: 699210543a6c3148490c5607.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Rank":4,"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### DA

Accuracy: 35.43. Result ID: 699605735698665ec43c82ee.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### PAD

Accuracy: 34.54. Result ID: 699605735698665ec43c82ea.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### RSFT

Accuracy: 34.4. Result ID: 699605735698665ec43c82e6.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### RSFT

Accuracy: 34.4. Result ID: 699605735698665ec43c82ec.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### DA

Accuracy: 34.38. Result ID: 699605735698665ec43c82e8.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-32b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### PAD

Accuracy: 33.27. Result ID: 699605735698665ec43c82f0.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"gemma3-27b-it","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### ResLoRAms

Accuracy: 33.13. Result ID: 699210543a6c3148490c560d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Implementation](<https://github.com/microsoft/LMOps/tree/main/reslora>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### PAD

Accuracy: 32.38. Result ID: 699605735698665ec43c82e4.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### DA

Accuracy: 30.27. Result ID: 699605735698665ec43c82e2.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### LoHA

Accuracy: 30.17. Result ID: 699210543a6c3148490c5609.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e651e209131cea3face.md>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### RSFT

Accuracy: 28.19. Result ID: 699605735698665ec43c82e0.

[Reporting paper](<https://www.sota2.com/research/paper/698423faa8b01e76cc8ee679.md>)

Recorded evaluation configuration: {"source model":"qwen3-8b","train dataset":"medmcqa"}. This record does not assert independent reproduction.

### AdaLoRA

Accuracy: 25.17. Result ID: 699210543a6c3148490c5608.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c24.md>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

### LoKr

Accuracy: 21.76. Result ID: 699210543a6c3148490c560a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72551e209131cea55afa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56588.md>)

Recorded evaluation configuration: {"Base Model":"LLaMA2-7B","Fine-tuning":true}. This record does not assert independent reproduction.

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