# Mathematical Reasoning on MATH (Normalized Spearman distance)

Source: [Mathematical Reasoning on MATH (Normalized Spearman distance)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-math-normalized-spearman-distance>)

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

Data updated: 2026-06-17T07:18:19.418Z

Evaluation of model performance on the MATH dataset using the Normalized Spearman distance metric.

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) | MATH |
| Metric | Normalized Spearman Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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

- [Normalized Spearman Distance](<https://www.sota2.com/research/sota/mathematical-reasoning-on-math-normalized-spearman-distance.md?metric=Normalized%20Spearman%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Normalized Spearman Distance | Result date | Report paper |
| --- | --- | --- | --- |
| Trunc50→40 | 13 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| SingleGraph1 | 18 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| ScoreWin80 | 20 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| NoTrunc boot | 21 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Block top-2 | 23 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Random50→40×10 | 24 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Block top-1 | 31 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Trunc25→20 | 31 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Block top-2 | 32 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| ScoreWin40 | 37 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Block top-1 | 38 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| NoTrunc boot | 43 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| Random50→20×10 | 44 | Not recorded | 6a3229ffd33dfb23e783ea4a |
| SingleGraph1/all10 | 44 | Not recorded | 6a3229ffd33dfb23e783ea4a |

### Trunc50→40

Normalized Spearman Distance: 13. Result ID: 6a324a23fbc373592c2f637d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### SingleGraph1

Normalized Spearman Distance: 18. Result ID: 6a324a23fbc373592c2f6383.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### ScoreWin80

Normalized Spearman Distance: 20. Result ID: 6a324a23fbc373592c2f6381.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### NoTrunc boot

Normalized Spearman Distance: 21. Result ID: 6a324a23fbc373592c2f6380.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### Block top-2

Normalized Spearman Distance: 23. Result ID: 6a324a23fbc373592c2f637e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### Random50→40×10

Normalized Spearman Distance: 24. Result ID: 6a324a23fbc373592c2f6382.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### Block top-1

Normalized Spearman Distance: 31. Result ID: 6a324a23fbc373592c2f637f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Task-prompt"}. This record does not assert independent reproduction.

### Trunc25→20

Normalized Spearman Distance: 31. Result ID: 6a324a23fbc373592c2f6384.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### Block top-2

Normalized Spearman Distance: 32. Result ID: 6a324a23fbc373592c2f6385.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### ScoreWin40

Normalized Spearman Distance: 37. Result ID: 6a324a23fbc373592c2f6388.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### Block top-1

Normalized Spearman Distance: 38. Result ID: 6a324a23fbc373592c2f6386.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### NoTrunc boot

Normalized Spearman Distance: 43. Result ID: 6a324a23fbc373592c2f6387.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### Random50→20×10

Normalized Spearman Distance: 44. Result ID: 6a324a23fbc373592c2f6389.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

### SingleGraph1/all10

Normalized Spearman Distance: 44. Result ID: 6a324a23fbc373592c2f638a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3229ffd33dfb23e783ea4a.md>)

Recorded evaluation configuration: {"Perturbation Level":"Judge-prompt with Prometheus"}. This record does not assert independent reproduction.

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