# Machine Comprehension on TriviaQA Wikipedia Verified (test)

Source: [Machine Comprehension on TriviaQA Wikipedia Verified (test)](<https://www.sota2.com/research/sota/machine-comprehension-on-triviaqa-wikipedia-verified-test>)

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

Data updated: 2026-02-26T05:41:32.218Z

Evaluation of model performance on the test split of the TriviaQA dataset, specifically using the Wikipedia Verified subset, reporting Exact Match (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 Verified (test) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/machine-comprehension-on-triviaqa-wikipedia-verified-test.md?metric=EM>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| Embedding Refinement | 72.8 | Not recorded | 68fa64b81e209131cea06064 |
| Clark and Gardner | 68 | Not recorded | 68fa64b81e209131cea06064 |
| M-Reader | 54.5 | Not recorded | 68fa64431e209131cea03999 |
| Smarnet | 50.51 | Not recorded | 68fa63b41e209131cea0024b |
| BiDAF | 44.86 | Not recorded | 68fa63b41e209131cea0024b |
| Classifier | 27.23 | Not recorded | 68fa63b41e209131cea0024b |
| Random | 15.41 | Not recorded | 68fa63b41e209131cea0024b |

### Embedding Refinement

EM: 72.8. Result ID: 698c872c0b614d12cff118b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64b81e209131cea06064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b81e209131cea06064.md>)

Recorded evaluation configuration: {"Model":"BiLSTM+p+q+A+W"}. This record does not assert independent reproduction.

### Clark and Gardner

EM: 68. Result ID: 698c872c0b614d12cff118b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64b81e209131cea06064.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d11e209131cea00e26.md>)

[Implementation](<https://www.sota2.com/github.com/allenai/document-qa>)

Recorded evaluation configuration: {"Model":"(1)"}. This record does not assert independent reproduction.

### M-Reader

EM: 54.5. Result ID: 698c819537894ef7d9cedd2a.

[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: 50.51. Result ID: 698bfed0f729bc7f68e785ad.

[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: 44.86. Result ID: 698bfed0f729bc7f68e785ac.

[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: 27.23. Result ID: 698bfed0f729bc7f68e785ab.

[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: 15.41. Result ID: 698bfed0f729bc7f68e785aa.

[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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