# STEM & Puzzle on DynaMath (test)

Source: [STEM & Puzzle on DynaMath (test)](<https://www.sota2.com/research/sota/stem-and-puzzle-on-dynamath-test>)

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

Data updated: 2026-02-26T05:31:29.254Z

Evaluation of model performance on the test split of the DynaMath dataset for STEM & Puzzle tasks, 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 | STEM & Puzzle |
| Dataset (including any stated split) | DynaMath (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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/stem-and-puzzle-on-dynamath-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MMFineReason-8B | 83.4 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| Qwen3-VL 32B | 82 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| GPT5 mini | 81.4 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| MMFineReason-4B | 80.6 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| Qwen3-VL 30B-A3B | 80.1 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| Gemini-2.5 Flash | 75.9 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| MMR1 8B | 73.6 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| Qwen3-VL 8B | 73.2 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| MMFineReason-2B | 71.4 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| HoneyBee 8B | 69.4 | Not recorded | 697c3b66a8b01e76cc8da6e1 |
| OMR 7B | 69.1 | Not recorded | 697c3b66a8b01e76cc8da6e1 |

### MMFineReason-8B

Accuracy: 83.4. Result ID: 6997797c5698665ec4cdd081.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

Recorded evaluation configuration: {"Model Source Category":"Ours","Model Parameters":"8B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### Qwen3-VL 32B

Accuracy: 82. Result ID: 6997797c5698665ec4cdd07b.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Source Category":"Open-weight VLMs","Model Parameters":"32B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### GPT5 mini

Accuracy: 81.4. Result ID: 6997797c5698665ec4cdd078.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

Recorded evaluation configuration: {"Model Source Category":"Closed-source VLMs","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### MMFineReason-4B

Accuracy: 80.6. Result ID: 6997797c5698665ec4cdd080.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

Recorded evaluation configuration: {"Model Source Category":"Ours","Model Parameters":"4B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### Qwen3-VL 30B-A3B

Accuracy: 80.1. Result ID: 6997797c5698665ec4cdd07a.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Source Category":"Open-weight VLMs","Model Parameters":"30B-A3B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### Gemini-2.5 Flash

Accuracy: 75.9. Result ID: 6997797c5698665ec4cdd077.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Source Category":"Closed-source VLMs","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### MMR1 8B

Accuracy: 73.6. Result ID: 6997797c5698665ec4cdd07c.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8f1e209131cea8920f.md>)

Recorded evaluation configuration: {"Model Source Category":"Open-source VLMs","Model Parameters":"8B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### Qwen3-VL 8B

Accuracy: 73.2. Result ID: 6997797c5698665ec4cdd079.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Source Category":"Open-weight VLMs","Model Parameters":"8B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### MMFineReason-2B

Accuracy: 71.4. Result ID: 6997797c5698665ec4cdd07f.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

Recorded evaluation configuration: {"Model Source Category":"Ours","Model Parameters":"2B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### HoneyBee 8B

Accuracy: 69.4. Result ID: 6997797c5698665ec4cdd07d.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1a1e209131cea8c598.md>)

[Implementation](<https://github.com/facebookresearch/HoneyBee_VLM>)

Recorded evaluation configuration: {"Model Source Category":"Open-source VLMs","Model Parameters":"8B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

### OMR 7B

Accuracy: 69.1. Result ID: 6997797c5698665ec4cdd07e.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b66a8b01e76cc8da6e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ff1f4d6b0dd334292e589.md>)

[Implementation](<https://github.com/EvolvingLMMs-Lab/OpenMMReasoner>)

Recorded evaluation configuration: {"Model Source Category":"Open-source VLMs","Model Parameters":"7B","Evaluation Mode":"Thinking Mode"}. This record does not assert independent reproduction.

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