# Factoid Question Answering on Literature factoid QA (test)

Source: [Factoid Question Answering on Literature factoid QA (test)](<https://www.sota2.com/research/sota/factoid-question-answering-on-literature-factoid-qa-test>)

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

Data updated: 2026-02-26T05:27:16.481Z

Evaluation of model performance on the test split of the Literature factoid QA dataset using Accuracy.

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 | Factoid Question Answering |
| Dataset (including any stated split) | Literature factoid QA (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/factoid-question-answering-on-literature-factoid-qa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NTEE | 95.1 | Not recorded | 68fa63d41e209131cea010ff |
| Fixed NTEE | 93.5 | Not recorded | 68fa63d41e209131cea010ff |
| FTS-BRNN | 93.1 | Not recorded | 68fa63d41e209131cea010ff |
| SG-proj | 87.9 | Not recorded | 68fa63d41e209131cea010ff |
| SG-proj-dbp | 87.3 | Not recorded | 68fa63d41e209131cea010ff |
| QANTA-full | 69.1 | Not recorded | 68fa63d41e209131cea010ff |
| QANTA | 63 | Not recorded | 68fa63d41e209131cea010ff |
| BOW-DT | 57.4 | Not recorded | 68fa63d41e209131cea010ff |
| BOW | 46.2 | Not recorded | 68fa63d41e209131cea010ff |

### NTEE

Accuracy: 95.1. Result ID: 698c045df729bc7f68e7d4f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

[Implementation](<https://github.com/studio-ousia/ntee>)

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

### Fixed NTEE

Accuracy: 93.5. Result ID: 698c045df729bc7f68e7d4f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

[Implementation](<https://github.com/studio-ousia/ntee>)

Recorded evaluation configuration: {"mode":"Fixed"}. This record does not assert independent reproduction.

### FTS-BRNN

Accuracy: 93.1. Result ID: 698c045df729bc7f68e7d500.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629c1e209131ce9fa2eb.md>)

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

### SG-proj

Accuracy: 87.9. Result ID: 698c045df729bc7f68e7d4fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

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

### SG-proj-dbp

Accuracy: 87.3. Result ID: 698c045df729bc7f68e7d4fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

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

### QANTA-full

Accuracy: 69.1. Result ID: 698c045df729bc7f68e7d4ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

Recorded evaluation configuration: {"configuration":"full"}. This record does not assert independent reproduction.

### QANTA

Accuracy: 63. Result ID: 698c045df729bc7f68e7d4fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

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

### BOW-DT

Accuracy: 57.4. Result ID: 698c045df729bc7f68e7d4fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

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

### BOW

Accuracy: 46.2. Result ID: 698c045df729bc7f68e7d4fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ff.md>)

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

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