# Generative Question Answering on SimpleQA

Source: [Generative Question Answering on SimpleQA](<https://www.sota2.com/research/sota/generative-question-answering-on-simpleqa>)

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

Data updated: 2026-06-02T09:36:20.446Z

Evaluation of model performance on the SimpleQA dataset for Generative Question Answering tasks, measured using HALL, ABS, FACT, and F-score metrics.

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 | Generative Question Answering |
| Dataset (including any stated split) | SimpleQA |
| Metric | HALL Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

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

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

- [F-score](<https://www.sota2.com/research/sota/generative-question-answering-on-simpleqa.md?metric=F-score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | HALL Score | Result date | Report paper |
| --- | --- | --- | --- |
| RCSP | 92 | Not recorded | 6a1e6393dbd7150506f85222 |
| Append-idk | 91 | Not recorded | 6a1e6393dbd7150506f85222 |
| EmoPrompt (avg) | 91 | Not recorded | 6a1e6393dbd7150506f85222 |
| Base | 90.67 | Not recorded | 6a1e6393dbd7150506f85222 |
| Base | 87.2 | Not recorded | 6a1e6393dbd7150506f85222 |
| RCSP | 86.33 | Not recorded | 6a1e6393dbd7150506f85222 |
| Plan-and-Solve | 86.33 | Not recorded | 6a1e6393dbd7150506f85222 |
| Append-idk | 85 | Not recorded | 6a1e6393dbd7150506f85222 |
| EmoPrompt (avg) | 82.52 | Not recorded | 6a1e6393dbd7150506f85222 |
| Plan-and-Solve | 80.67 | Not recorded | 6a1e6393dbd7150506f85222 |

### RCSP

HALL Score: 92. Result ID: 6a1ea334fbc373592c191fb5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1-8b"}. This record does not assert independent reproduction.

### Append-idk

HALL Score: 91. Result ID: 6a1ea334fbc373592c191fb2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1-8b"}. This record does not assert independent reproduction.

### EmoPrompt (avg)

HALL Score: 91. Result ID: 6a1ea334fbc373592c191fb3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa712b1e209131cea4fa5c.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1-8b"}. This record does not assert independent reproduction.

### Base

HALL Score: 90.67. Result ID: 6a1ea334fbc373592c191fb1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1-8b"}. This record does not assert independent reproduction.

### Base

HALL Score: 87.2. Result ID: 6a1ea334fbc373592c191f98.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-12b-pt"}. This record does not assert independent reproduction.

### RCSP

HALL Score: 86.33. Result ID: 6a1ea334fbc373592c191f9c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-12b-pt"}. This record does not assert independent reproduction.

### Plan-and-Solve

HALL Score: 86.33. Result ID: 6a1ea334fbc373592c191fb4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fd1.md>)

Recorded evaluation configuration: {"Backbone":"Llama 3.1-8b"}. This record does not assert independent reproduction.

### Append-idk

HALL Score: 85. Result ID: 6a1ea334fbc373592c191f99.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-12b-pt"}. This record does not assert independent reproduction.

### EmoPrompt (avg)

HALL Score: 82.52. Result ID: 6a1ea334fbc373592c191f9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa712b1e209131cea4fa5c.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-12b-pt"}. This record does not assert independent reproduction.

### Plan-and-Solve

HALL Score: 80.67. Result ID: 6a1ea334fbc373592c191f9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6393dbd7150506f85222.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea45fd1.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-12b-pt"}. This record does not assert independent reproduction.

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