# Factual Recall on TriviaQA

Source: [Factual Recall on TriviaQA](<https://www.sota2.com/research/sota/factual-recall-on-triviaqa>)

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

Data updated: 2026-02-26T05:31:07.403Z

Evaluation of model performance on the TriviaQA dataset specifically for factual recall tasks, measured using Accuracy and an Average score.

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 | Factual Recall |
| Dataset (including any stated split) | TriviaQA |
| 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/factual-recall-on-triviaqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/factual-recall-on-triviaqa.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LLM-PeerReview-W | 77 | Not recorded | 69535c9353fdd5c36173da4e |
| LLM-PeerReview | 76.9 | Not recorded | 69535c9353fdd5c36173da4e |
| Llama-3.1-8B-Selection | 76.5 | Not recorded | 69535c9353fdd5c36173da4e |
| Mistral-7B-Selection | 75.6 | Not recorded | 69535c9353fdd5c36173da4e |
| Qwen2.5-7B-Selection | 75.5 | Not recorded | 69535c9353fdd5c36173da4e |
| Llama-3.1-8B-Instruct | 75.3 | Not recorded | 69535c9353fdd5c36173da4e |
| Qwen2-7B-Selection | 74.2 | Not recorded | 69535c9353fdd5c36173da4e |
| Smoothie-Local | 73.6 | Not recorded | 69535c9353fdd5c36173da4e |
| Mistral-7B-Instruct | 72.7 | Not recorded | 69535c9353fdd5c36173da4e |
| GaC | 71.5 | Not recorded | 69535c9353fdd5c36173da4e |
| Agent-Forest | 70.5 | Not recorded | 69535c9353fdd5c36173da4e |
| Theoretical average | 68.4 | Not recorded | 69535c9353fdd5c36173da4e |
| Random | 68.4 | Not recorded | 69535c9353fdd5c36173da4e |
| Qwen2-7B-Instruct | 63 | Not recorded | 69535c9353fdd5c36173da4e |
| Smoothie-Global | 63 | Not recorded | 69535c9353fdd5c36173da4e |
| Qwen2.5-7B-Instruct | 62.5 | Not recorded | 69535c9353fdd5c36173da4e |

### LLM-PeerReview-W

Accuracy: 77. Result ID: 6996ac995698665ec4f6aaf9.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### LLM-PeerReview

Accuracy: 76.9. Result ID: 6996ac995698665ec4f6aaf8.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Llama-3.1-8B-Selection

Accuracy: 76.5. Result ID: 6996ac995698665ec4f6aafa.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Mistral-7B-Selection

Accuracy: 75.6. Result ID: 6996ac995698665ec4f6aafb.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Qwen2.5-7B-Selection

Accuracy: 75.5. Result ID: 6996ac995698665ec4f6aafd.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Llama-3.1-8B-Instruct

Accuracy: 75.3. Result ID: 6996ac995698665ec4f6aaee.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

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

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

### Qwen2-7B-Selection

Accuracy: 74.2. Result ID: 6996ac995698665ec4f6aafc.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Smoothie-Local

Accuracy: 73.6. Result ID: 6996ac995698665ec4f6aaf5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76131e209131cea6b427.md>)

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

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

### Mistral-7B-Instruct

Accuracy: 72.7. Result ID: 6996ac995698665ec4f6aaef.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### GaC

Accuracy: 71.5. Result ID: 6996ac995698665ec4f6aaf7.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f71e209131cea64e97.md>)

[Implementation](<https://github.com/yaoching0/GaC>)

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

### Agent-Forest

Accuracy: 70.5. Result ID: 6996ac995698665ec4f6aaf6.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea6687e.md>)

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

### Theoretical average

Accuracy: 68.4. Result ID: 6996ac995698665ec4f6aaf2.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Random

Accuracy: 68.4. Result ID: 6996ac995698665ec4f6aaf3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fa1e209131cea53e0a.md>)

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

### Qwen2-7B-Instruct

Accuracy: 63. Result ID: 6996ac995698665ec4f6aaf0.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

### Smoothie-Global

Accuracy: 63. Result ID: 6996ac995698665ec4f6aaf4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76131e209131cea6b427.md>)

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

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

### Qwen2.5-7B-Instruct

Accuracy: 62.5. Result ID: 6996ac995698665ec4f6aaf1.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9353fdd5c36173da4e.md>)

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

Page 1 of 1. This is an index page, not the full collection.
