# Financial Question Answering on FinanceBench

Source: [Financial Question Answering on FinanceBench](<https://www.sota2.com/research/sota/financial-question-answering-on-financebench>)

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

Data updated: 2026-05-27T10:33:13.825Z

Evaluation of Financial Question Answering performance on the FinanceBench dataset, measured using the % Cost Saving 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 | Financial Question Answering |
| Dataset (including any stated split) | FinanceBench |
| Metric | Cost Saving |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Cost Saving](<https://www.sota2.com/research/sota/financial-question-answering-on-financebench.md?metric=Cost%20Saving>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Cost Saving | Result date | Report paper |
| --- | --- | --- | --- |
| BRANE | 89.1 | Not recorded | 6a167adbdbd7150506f80331 |
| BRANE | 19.1 | Not recorded | 6a167adbdbd7150506f80331 |
| BRANE | 8.1 | Not recorded | 6a167adbdbd7150506f80331 |
| CARROT-RoBERTa (Extended) | 2.3 | Not recorded | 6a167adbdbd7150506f80331 |
| CARROT-KNN (Extended) | 2.2 | Not recorded | 6a167adbdbd7150506f80331 |
| Most Accurate Static (Murakkab) | 0 | Not recorded | 6a167adbdbd7150506f80331 |
| Most Accurate Static (Murakkab) | 0 | Not recorded | 6a167adbdbd7150506f80331 |
| Most Accurate Static (Murakkab) | 0 | Not recorded | 6a167adbdbd7150506f80331 |

### BRANE

Cost Saving: 89.1. Result ID: 6a16c853fbc373592c10a064.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

Recorded evaluation configuration: {"Accuracy Goal":"90%"}. This record does not assert independent reproduction.

### BRANE

Cost Saving: 19.1. Result ID: 6a16c853fbc373592c10a060.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

Recorded evaluation configuration: {"Accuracy Goal":"95%"}. This record does not assert independent reproduction.

### BRANE

Cost Saving: 8.1. Result ID: 6a16c853fbc373592c10a05e.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

Recorded evaluation configuration: {"Accuracy Goal":"100%"}. This record does not assert independent reproduction.

### CARROT-RoBERTa (Extended)

Cost Saving: 2.3. Result ID: 6a16c853fbc373592c10a063.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d6c1e209131ce9da129.md>)

Recorded evaluation configuration: {"Accuracy Goal":"90%"}. This record does not assert independent reproduction.

### CARROT-KNN (Extended)

Cost Saving: 2.2. Result ID: 6a16c853fbc373592c10a062.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d6c1e209131ce9da129.md>)

Recorded evaluation configuration: {"Accuracy Goal":"90%"}. This record does not assert independent reproduction.

### Most Accurate Static (Murakkab)

Cost Saving: 0. Result ID: 6a16c853fbc373592c10a05d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1d1e209131cea86a12.md>)

Recorded evaluation configuration: {"Accuracy Goal":"100%"}. This record does not assert independent reproduction.

### Most Accurate Static (Murakkab)

Cost Saving: 0. Result ID: 6a16c853fbc373592c10a05f.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1d1e209131cea86a12.md>)

Recorded evaluation configuration: {"Accuracy Goal":"95%"}. This record does not assert independent reproduction.

### Most Accurate Static (Murakkab)

Cost Saving: 0. Result ID: 6a16c853fbc373592c10a061.

[Reporting paper](<https://www.sota2.com/research/paper/6a167adbdbd7150506f80331.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1d1e209131cea86a12.md>)

Recorded evaluation configuration: {"Accuracy Goal":"90%"}. This record does not assert independent reproduction.

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