# Question Answering on TriviaQA (comp. acc., compression)

Source: [Question Answering on TriviaQA (comp. acc., compression)](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-comp-acc-compression>)

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

Data updated: 2026-03-18T07:37:14.486Z

Evaluation of model performance on the TriviaQA dataset for Question Answering, reporting compressed accuracy and compression ratio.

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 | Question Answering |
| Dataset (including any stated split) | TriviaQA |
| Metric | Compressed Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Compressed Accuracy](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-comp-acc-compression.md?metric=Compressed%20Accuracy>): Higher is better; unit: PERCENT.

- [Compression Ratio](<https://www.sota2.com/research/sota/question-answering-on-triviaqa-comp-acc-compression.md?metric=Compression%20Ratio>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Compressed Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Llama | 65.5 | Not recorded | 69ba317b0636e5bf4afc071d |
| HATified | 41.4 | Not recorded | 69ba317b0636e5bf4afc071d |
| T-Free | 27.2 | Not recorded | 69ba317b0636e5bf4afc071d |
| Tülu | 24.7 | Not recorded | 69ba317b0636e5bf4afc071d |

### Llama

Compressed Accuracy: 65.5. Result ID: 69ba561247f34ce924a3d8db.

[Reporting paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"shots":"5-shot"}. This record does not assert independent reproduction.

### HATified

Compressed Accuracy: 41.4. Result ID: 69ba561247f34ce924a3d8da.

[Reporting paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

Recorded evaluation configuration: {"shots":"5-shot"}. This record does not assert independent reproduction.

### T-Free

Compressed Accuracy: 27.2. Result ID: 69ba561247f34ce924a3d8d9.

[Reporting paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

Recorded evaluation configuration: {"shots":"5-shot"}. This record does not assert independent reproduction.

### Tülu

Compressed Accuracy: 24.7. Result ID: 69ba561247f34ce924a3d8dc.

[Reporting paper](<https://www.sota2.com/research/paper/69ba317b0636e5bf4afc071d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78121e209131cea76a04.md>)

Recorded evaluation configuration: {"shots":"5-shot"}. This record does not assert independent reproduction.

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