# Question Answering on TriviaQA Wikipedia Full (test)

Source: [Question Answering on TriviaQA Wikipedia Full (test)](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-wikipedia-full-test>)

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

Data updated: 2026-02-26T05:41:32.152Z

Evaluation of model performance on the test split of the TriviaQA dataset, specifically using the Wikipedia Full context, for Machine Comprehension tasks, reporting EM 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 | Machine Comprehension |
| Dataset (including any stated split) | TriviaQA Wikipedia Full (test) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [EM](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-wikipedia-full-test.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-wikipedia-full-test.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| M-Reader | 46.9 | Not recorded | 68fa64431e209131cea03999 |
| Smarnet | 42.41 | Not recorded | 68fa63b41e209131cea0024b |
| BiDAF | 40.32 | Not recorded | 68fa63b41e209131cea0024b |
| Classifier | 22.45 | Not recorded | 68fa63b41e209131cea0024b |
| Random | 12.74 | Not recorded | 68fa63b41e209131cea0024b |

### M-Reader

EM: 46.9. Result ID: 698c819537894ef7d9cedd29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64431e209131cea03999.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64671e209131cea046ca.md>)

[Implementation](<https://worksheets.codalab.org/worksheets/0xe6c23cbae5e440b8942f86641f49fd80>)

Recorded evaluation configuration: {"Model Type":"Single Model"}. This record does not assert independent reproduction.

### Smarnet

EM: 42.41. Result ID: 698bfed0f729bc7f68e785a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea0024b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea0024b.md>)

Recorded evaluation configuration: {"Model type":"Single model"}. This record does not assert independent reproduction.

### BiDAF

EM: 40.32. Result ID: 698bfed0f729bc7f68e785a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea0024b.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: {"Model type":"Single model"}. This record does not assert independent reproduction.

### Classifier

EM: 22.45. Result ID: 698bfed0f729bc7f68e785a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea0024b.md>)

Recorded evaluation configuration: {"Model type":"Single model"}. This record does not assert independent reproduction.

### Random

EM: 12.74. Result ID: 698bfed0f729bc7f68e785a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63b41e209131cea0024b.md>)

Recorded evaluation configuration: {"Model type":"Single model"}. This record does not assert independent reproduction.

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