# Mathematical Reasoning on HMMT25 (It0-It3)

Source: [Mathematical Reasoning on HMMT25 (It0-It3)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt25-it0-it3>)

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

Data updated: 2026-02-26T05:47:30.836Z

Evaluation of model performance on the HMMT25 dataset for mathematical reasoning, utilizing iteration-based metrics (It0 through It3).

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) | HMMT25 |
| Metric | It0 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [It0 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt25-it0-it3.md?metric=It0%20Score>): Higher is better; unit: PERCENT.

- [It1 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt25-it0-it3.md?metric=It1%20Score>): Higher is better; unit: PERCENT.

- [It2 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt25-it0-it3.md?metric=It2%20Score>): Higher is better; unit: PERCENT.

- [It3 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt25-it0-it3.md?metric=It3%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | It0 Score | Result date | Report paper |
| --- | --- | --- | --- |
| MV@128 | 33.4 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Base | 33.2 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Self-Ref | 33.2 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| PaCoRe | 33.2 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| RSE | 33.2 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Base | 27.1 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Self-Ref | 27.1 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| PaCoRe | 27.1 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| RSE | 27.1 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| MV@128 | 26.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |

### MV@128

It0 Score: 33.4. Result ID: 699662d85698665ec4a8f2f1.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb61e209131cea41b33.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-Instruct"}. This record does not assert independent reproduction.

### Base

It0 Score: 33.2. Result ID: 699662d85698665ec4a8f2f0.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-Instruct"}. This record does not assert independent reproduction.

### Self-Ref

It0 Score: 33.2. Result ID: 699662d85698665ec4a8f2f2.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fc4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-Instruct"}. This record does not assert independent reproduction.

### PaCoRe

It0 Score: 33.2. Result ID: 699662d85698665ec4a8f2f3.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fd553fdd5c3617444a7.md>)

[Implementation](<https://github.com/stepfun-ai/PaCoRe>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-Instruct"}. This record does not assert independent reproduction.

### RSE

It0 Score: 33.2. Result ID: 699662d85698665ec4a8f2f4.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-Instruct"}. This record does not assert independent reproduction.

### Base

It0 Score: 27.1. Result ID: 699662d85698665ec4a8f2f5.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Instruct"}. This record does not assert independent reproduction.

### Self-Ref

It0 Score: 27.1. Result ID: 699662d85698665ec4a8f2f7.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fc4.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Instruct"}. This record does not assert independent reproduction.

### PaCoRe

It0 Score: 27.1. Result ID: 699662d85698665ec4a8f2f8.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69647fd553fdd5c3617444a7.md>)

[Implementation](<https://github.com/stepfun-ai/PaCoRe>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Instruct"}. This record does not assert independent reproduction.

### RSE

It0 Score: 27.1. Result ID: 699662d85698665ec4a8f2f9.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Instruct"}. This record does not assert independent reproduction.

### MV@128

It0 Score: 26.7. Result ID: 699662d85698665ec4a8f2f6.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b5ba8b01e76cc8da658.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb61e209131cea41b33.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Instruct"}. This record does not assert independent reproduction.

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