# End-to-end Question Answering on Bird

Source: [End-to-end Question Answering on Bird](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-bird>)

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

Data updated: 2026-02-26T05:30:17.318Z

Evaluation of model performance on the Bird dataset for End-to-end Question Answering, typically measured using Accuracy, Exact Match, and F1 scores.

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 | End-to-end Question Answering |
| Dataset (including any stated split) | Bird |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-bird.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Exact Match](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-bird.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-bird.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ARM | 20.6 | Not recorded | 68fa76cf1e209131cea6f348 |
| DR@5 | 17.5 | Not recorded | 68fa76cf1e209131cea6f348 |
| DRR@5 | 16.8 | Not recorded | 68fa76cf1e209131cea6f348 |
| DRR-D@5 | 15.9 | Not recorded | 68fa76cf1e209131cea6f348 |
| DR-D@5 | 13.9 | Not recorded | 68fa76cf1e209131cea6f348 |
| ReAct | 4.7 | Not recorded | 68fa76cf1e209131cea6f348 |

### ARM

Accuracy: 20.6. Result ID: 69944ee23a6c3148491c6960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It"}. This record does not assert independent reproduction.

### DR@5

Accuracy: 17.5. Result ID: 69944ee23a6c3148491c695b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa766a1e209131cea6ccd6.md>)

[Implementation](<https://github.com/SeanLee97/AnglE>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It","top-k":5}. This record does not assert independent reproduction.

### DRR@5

Accuracy: 16.8. Result ID: 69944ee23a6c3148491c695c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ae1e209131cea52833.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It","top-k":5}. This record does not assert independent reproduction.

### DRR-D@5

Accuracy: 15.9. Result ID: 69944ee23a6c3148491c695e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f041e209131cea43457.md>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It","top-k":5,"query decomposition":"true"}. This record does not assert independent reproduction.

### DR-D@5

Accuracy: 13.9. Result ID: 69944ee23a6c3148491c695d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f041e209131cea43457.md>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It","top-k":5,"query decomposition":"true"}. This record does not assert independent reproduction.

### ReAct

Accuracy: 4.7. Result ID: 69944ee23a6c3148491c695f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76cf1e209131cea6f348.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

Recorded evaluation configuration: {"Generation model":"Llama3.1-8B-It"}. This record does not assert independent reproduction.

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