# Mathematical Reasoning on HMMT 24 (It0, It1, It2, It3)

Source: [Mathematical Reasoning on HMMT 24 (It0, It1, It2, It3)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt-24-it0-it1-it2-it3>)

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

Data updated: 2026-02-26T05:47:30.942Z

Evaluation of model performance on the HMMT 24 dataset for Mathematical Reasoning, measured using iteration-specific metrics (It0, It1, It2, 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) | HMMT 24 |
| Metric | Iteration 0 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

- [Iteration 0 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt-24-it0-it1-it2-it3.md?metric=Iteration%200%20Score>): Higher is better; unit: PERCENT.

- [Iteration 1 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt-24-it0-it1-it2-it3.md?metric=Iteration%201%20Score>): Higher is better; unit: PERCENT.

- [Iteration 2 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt-24-it0-it1-it2-it3.md?metric=Iteration%202%20Score>): Higher is better; unit: PERCENT.

- [Iteration 3 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-hmmt-24-it0-it1-it2-it3.md?metric=Iteration%203%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Iteration 0 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Base | 26.8 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Self-Ref | 26.8 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| PaCoRe | 26.8 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| RSE | 26.8 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| MV@128 | 23.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| MV@128 | 21.8 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Base | 21.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| Self-Ref | 21.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| PaCoRe | 21.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |
| RSE | 21.7 | Not recorded | 697c3b5ba8b01e76cc8da658 |

### Base

Iteration 0 Score: 26.8. Result ID: 699662d85698665ec4a8f2e6.

[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

Iteration 0 Score: 26.8. Result ID: 699662d85698665ec4a8f2e8.

[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

Iteration 0 Score: 26.8. Result ID: 699662d85698665ec4a8f2e9.

[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

Iteration 0 Score: 26.8. Result ID: 699662d85698665ec4a8f2ea.

[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.

### MV@128

Iteration 0 Score: 23.7. Result ID: 699662d85698665ec4a8f2e7.

[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.

### MV@128

Iteration 0 Score: 21.8. Result ID: 699662d85698665ec4a8f2ec.

[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.

### Base

Iteration 0 Score: 21.7. Result ID: 699662d85698665ec4a8f2eb.

[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

Iteration 0 Score: 21.7. Result ID: 699662d85698665ec4a8f2ed.

[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

Iteration 0 Score: 21.7. Result ID: 699662d85698665ec4a8f2ee.

[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

Iteration 0 Score: 21.7. Result ID: 699662d85698665ec4a8f2ef.

[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.

Page 1 of 1. This is an index page, not the full collection.
