# Factoid Question Answering on Quiz Bowl Literature category

Source: [Factoid Question Answering on Quiz Bowl Literature category](<https://www.sota2.com/research/sota/factoid-question-answering-on-quiz-bowl-literature-category>)

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

Data updated: 2026-02-26T05:27:31.199Z

Evaluation of model performance on the Literature category subset of the Quiz Bowl dataset for Factoid Question Answering, typically measured by 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) | Quiz Bowl Literature category |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-quiz-bowl-literature-category.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NABoE-full | 98.5 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 97.9 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-full | 97.7 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 97.3 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-full | 96.7 | Not recorded | 68fa66541e209131cea0f831 |
| SWEM-concat | 96.6 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 96.3 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 96.2 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 96.1 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 95.2 | Not recorded | 68fa66541e209131cea0f831 |
| NTEE | 95.1 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 94.9 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 94.3 | Not recorded | 68fa66541e209131cea0f831 |
| NABoE-entity | 94.1 | Not recorded | 68fa66541e209131cea0f831 |
| FTS-BRNN | 93.1 | Not recorded | 68fa66541e209131cea0f831 |
| BoW | 46.2 | Not recorded | 68fa66541e209131cea0f831 |

### NABoE-full

Accuracy: 98.5. Result ID: 698ce9088b517eb4331d9c32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

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

### NABoE-entity

Accuracy: 97.9. Result ID: 698ce9088b517eb4331d9c33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

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

### NABoE-full

Accuracy: 97.7. Result ID: 698ce9088b517eb4331d9c3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"full","entity\_linker":"TAGME"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 97.3. Result ID: 698ce9088b517eb4331d9c35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","ablation":"without embeddings"}. This record does not assert independent reproduction.

### NABoE-full

Accuracy: 96.7. Result ID: 698ce9088b517eb4331d9c36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"full","entity\_linker":"Wikifier"}. This record does not assert independent reproduction.

### SWEM-concat

Accuracy: 96.6. Result ID: 698ce9088b517eb4331d9c41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64621e209131cea04364.md>)

[Implementation](<https://github.com/dinghanshen/SWEM>)

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

### NABoE-entity

Accuracy: 96.3. Result ID: 698ce9088b517eb4331d9c3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 96.2. Result ID: 698ce9088b517eb4331d9c3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME","ablation":"without embeddings"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 96.1. Result ID: 698ce9088b517eb4331d9c3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"TAGME","ablation":"without attention"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 95.2. Result ID: 698ce9088b517eb4331d9c37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier"}. This record does not assert independent reproduction.

### NTEE

Accuracy: 95.1. Result ID: 698ce9088b517eb4331d9c40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.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.

### NABoE-entity

Accuracy: 94.9. Result ID: 698ce9088b517eb4331d9c39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier","ablation":"without embeddings"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 94.3. Result ID: 698ce9088b517eb4331d9c34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","ablation":"without attention"}. This record does not assert independent reproduction.

### NABoE-entity

Accuracy: 94.1. Result ID: 698ce9088b517eb4331d9c38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

[Implementation](<https://github.com/wikipedia2vec/wikipedia2vec>)

Recorded evaluation configuration: {"variant":"entity","entity\_linker":"Wikifier","ablation":"without attention"}. This record does not assert independent reproduction.

### FTS-BRNN

Accuracy: 93.1. Result ID: 698ce9088b517eb4331d9c3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

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

### BoW

Accuracy: 46.2. Result ID: 698ce9088b517eb4331d9c3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66541e209131cea0f831.md>)

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

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