# Numerical Reasoning on NUPA (aggregated)

Source: [Numerical Reasoning on NUPA (aggregated)](<https://www.sota2.com/research/sota/numerical-reasoning-on-nupa-aggregated>)

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

Data updated: 2026-02-26T05:42:28.258Z

Evaluation of model performance on the aggregated split of the NUPA dataset for numerical reasoning tasks, measured by Exact Match, Digit Match, and d-Length.

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 | Numerical Reasoning |
| Dataset (including any stated split) | NUPA (aggregated) |
| Metric | Exact Match |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Exact Match](<https://www.sota2.com/research/sota/numerical-reasoning-on-nupa-aggregated.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

- [Digit Match](<https://www.sota2.com/research/sota/numerical-reasoning-on-nupa-aggregated.md?metric=Digit%20Match>): Higher is better; unit: PERCENT.

- [d-Length](<https://www.sota2.com/research/sota/numerical-reasoning-on-nupa-aggregated.md?metric=d-Length>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| NumValue-RNN | 72.4 | Not recorded | 69687483e25ad2fa9d1ec536 |
| NumValue-MLP | 72 | Not recorded | 69687483e25ad2fa9d1ec536 |
| Standard Transformer | 68.7 | Not recorded | 69687483e25ad2fa9d1ec536 |
| Numerologic | 63.3 | Not recorded | 69687483e25ad2fa9d1ec536 |

### NumValue-RNN

Exact Match: 72.4. Result ID: 699684375698665ec4cc6f5c.

[Reporting paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NumValue-MLP

Exact Match: 72. Result ID: 699684375698665ec4cc6f5b.

[Reporting paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Standard Transformer

Exact Match: 68.7. Result ID: 699684375698665ec4cc6f59.

[Reporting paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Numerologic

Exact Match: 63.3. Result ID: 699684375698665ec4cc6f5a.

[Reporting paper](<https://www.sota2.com/research/paper/69687483e25ad2fa9d1ec536.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74fb1e209131cea65129.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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