# Open-domain Question Answering on TriviaQA (TQA) (dev)

Source: [Open-domain Question Answering on TriviaQA (TQA) (dev)](<https://www.sota2.com/research/sota/open-domain-question-answering-on-triviaqa-tqa-dev>)

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

Data updated: 2026-02-26T05:41:34.569Z

Evaluation of Open-domain Question Answering performance on the development split of the TriviaQA dataset, reporting Accuracy 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 | Open-domain Question Answering |
| Dataset (including any stated split) | TriviaQA (TQA) (dev) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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/open-domain-question-answering-on-triviaqa-tqa-dev.md?metric=EM>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/open-domain-question-answering-on-triviaqa-tqa-dev.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| PAQ + FiE | 72.7 | Not recorded | 68fa6e021e209131cea3d64d |
| RFiD-large | 72.7 | Not recorded | 68fa6f811e209131cea460e1 |
| FiE | 71.6 | Not recorded | 68fa6e021e209131cea3d64d |
| FiD-large | 71.6 | Not recorded | 68fa6f811e209131cea460e1 |
| RFiD-base | 69.6 | Not recorded | 68fa6f811e209131cea460e1 |
| PAQ + FiE | 69.5 | Not recorded | 68fa6e021e209131cea3d64d |
| FiD-base | 68.6 | Not recorded | 68fa6f811e209131cea460e1 |
| FiE | 68.3 | Not recorded | 68fa6e021e209131cea3d64d |

### PAQ + FiE

EM: 72.7. Result ID: 698ffee53a6c314849fd5848.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

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

### RFiD-large

EM: 72.7. Result ID: 6990c7b73a6c314849033d3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

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

Recorded evaluation configuration: {"#para":"990M","implementation":"our implementation"}. This record does not assert independent reproduction.

### FiE

EM: 71.6. Result ID: 698ffee53a6c314849fd5847.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

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

### FiD-large

EM: 71.6. Result ID: 6990c7b73a6c314849033d3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

Recorded evaluation configuration: {"#para":"990M","implementation":"our implementation"}. This record does not assert independent reproduction.

### RFiD-base

EM: 69.6. Result ID: 6990c7b73a6c314849033d3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

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

Recorded evaluation configuration: {"#para":"440M","implementation":"our implementation"}. This record does not assert independent reproduction.

### PAQ + FiE

EM: 69.5. Result ID: 698ffee53a6c314849fd5846.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

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

### FiD-base

EM: 68.6. Result ID: 6990c7b73a6c314849033d3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f811e209131cea460e1.md>)

Recorded evaluation configuration: {"#para":"440M","implementation":"our implementation"}. This record does not assert independent reproduction.

### FiE

EM: 68.3. Result ID: 698ffee53a6c314849fd5845.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e021e209131cea3d64d.md>)

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

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