# Machine Reading Comprehension on Tax scenario

Source: [Machine Reading Comprehension on Tax scenario](<https://www.sota2.com/research/sota/machine-reading-comprehension-on-tax-scenario>)

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

Data updated: 2026-02-26T05:43:00.091Z

Evaluation of Machine Reading Comprehension performance on the Tax scenario dataset.

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 | Machine Reading Comprehension |
| Dataset (including any stated split) | Tax scenario |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/machine-reading-comprehension-on-tax-scenario.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Response Time (ms)](<https://www.sota2.com/research/sota/machine-reading-comprehension-on-tax-scenario.md?metric=Response%20Time%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Our-Single | 76.5 | Not recorded | 68fa663b1e209131cea0f03e |
| Our-Single | 55 | Not recorded | 68fa663b1e209131cea0f03e |
| DrQA | 46 | Not recorded | 68fa663b1e209131cea0f03e |
| BiDAF | 40 | Not recorded | 68fa663b1e209131cea0f03e |

### Our-Single

F1 Score: 76.5. Result ID: 698ce3e68b517eb4331d764d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

Recorded evaluation configuration: {"Cascade Ranking":true,"K":3,"N":1}. This record does not assert independent reproduction.

### Our-Single

F1 Score: 55. Result ID: 698ce3e68b517eb4331d764c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

Recorded evaluation configuration: {"Cascade Ranking":false}. This record does not assert independent reproduction.

### DrQA

F1 Score: 46. Result ID: 698ce3e68b517eb4331d764b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdcd5.md>)

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

### BiDAF

F1 Score: 40. Result ID: 698ce3e68b517eb4331d764a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f03e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04c91.md>)

[Implementation](<https://www.sota2.com/allenai.github.io/bi-att-flow/>)

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

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