# Question Answering on TruthfulQA (TruthfulQA Metric)

Source: [Question Answering on TruthfulQA (TruthfulQA Metric)](<https://www.sota2.com/research/sota/question-answering-on-truthfulqa-truthfulqa-metric>)

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

Data updated: 2026-06-19T08:33:42.653Z

Evaluation of model performance on the TruthfulQA dataset using the primary metric designated as 'TruthfulQA 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 | Question Answering |
| Dataset (including any stated split) | TruthfulQA |
| Metric | TruthfulQA Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [TruthfulQA Score](<https://www.sota2.com/research/sota/question-answering-on-truthfulqa-truthfulqa-metric.md?metric=TruthfulQA%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | TruthfulQA Score | Result date | Report paper |
| --- | --- | --- | --- |
| Attacked | 28.2 | Not recorded | 6a34cd18206542251d7c5f38 |
| QVec | 23.8 | Not recorded | 6a34cd18206542251d7c5f38 |
| QVec | 23.3 | Not recorded | 6a34cd18206542251d7c5f38 |
| Gaussian | 22.4 | Not recorded | 6a34cd18206542251d7c5f38 |
| Gaussian | 22.4 | Not recorded | 6a34cd18206542251d7c5f38 |
| Gaussian | 22.2 | Not recorded | 6a34cd18206542251d7c5f38 |
| QVec | 22 | Not recorded | 6a34cd18206542251d7c5f38 |
| Attacked | 21.9 | Not recorded | 6a34cd18206542251d7c5f38 |
| Attacked | 21.7 | Not recorded | 6a34cd18206542251d7c5f38 |
| Attacked | 21.1 | Not recorded | 6a34cd18206542251d7c5f38 |
| Attacked | 20.8 | Not recorded | 6a34cd18206542251d7c5f38 |
| Attacked | 20.3 | Not recorded | 6a34cd18206542251d7c5f38 |

### Attacked

TruthfulQA Score: 28.2. Result ID: 6a34fec8fbc373592c32619e.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"LLM.int8()"}. This record does not assert independent reproduction.

### QVec

TruthfulQA Score: 23.8. Result ID: 6a34fec8fbc373592c3261a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"FP4"}. This record does not assert independent reproduction.

### QVec

TruthfulQA Score: 23.3. Result ID: 6a34fec8fbc373592c3261a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"LLM.int8()"}. This record does not assert independent reproduction.

### Gaussian

TruthfulQA Score: 22.4. Result ID: 6a34fec8fbc373592c3261a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6c.md>)

Recorded evaluation configuration: {"Inference Precision":"FP4"}. This record does not assert independent reproduction.

### Gaussian

TruthfulQA Score: 22.4. Result ID: 6a34fec8fbc373592c3261a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6c.md>)

Recorded evaluation configuration: {"Inference Precision":"NF4"}. This record does not assert independent reproduction.

### Gaussian

TruthfulQA Score: 22.2. Result ID: 6a34fec8fbc373592c32619f.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6c.md>)

Recorded evaluation configuration: {"Inference Precision":"LLM.int8()"}. This record does not assert independent reproduction.

### QVec

TruthfulQA Score: 22. Result ID: 6a34fec8fbc373592c3261a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"NF4"}. This record does not assert independent reproduction.

### Attacked

TruthfulQA Score: 21.9. Result ID: 6a34fec8fbc373592c3261a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"FP32"}. This record does not assert independent reproduction.

### Attacked

TruthfulQA Score: 21.7. Result ID: 6a34fec8fbc373592c3261a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"FP32"}. This record does not assert independent reproduction.

### Attacked

TruthfulQA Score: 21.1. Result ID: 6a34fec8fbc373592c32619d.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"FP32"}. This record does not assert independent reproduction.

### Attacked

TruthfulQA Score: 20.8. Result ID: 6a34fec8fbc373592c3261a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"FP4"}. This record does not assert independent reproduction.

### Attacked

TruthfulQA Score: 20.3. Result ID: 6a34fec8fbc373592c3261a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd18206542251d7c5f38.md>)

Recorded evaluation configuration: {"Inference Precision":"NF4"}. This record does not assert independent reproduction.

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