# Factual Evaluation on Agricultural (test)

Source: [Factual Evaluation on Agricultural (test)](<https://www.sota2.com/research/sota/factual-evaluation-on-agricultural-test>)

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

Data updated: 2026-03-05T06:57:23.487Z

Evaluation of model factuality on the test split of the Agricultural dataset, measured using FActScore, RAGAS, and DG-Eval.

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 Evaluation |
| Dataset (including any stated split) | Agricultural (test) |
| Metric | FActScore |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [FActScore](<https://www.sota2.com/research/sota/factual-evaluation-on-agricultural-test.md?metric=FActScore>): Higher is better; unit: PERCENT.

- [RAGAS](<https://www.sota2.com/research/sota/factual-evaluation-on-agricultural-test.md?metric=RAGAS>): Higher is better; unit: PERCENT.

- [DG-Eval](<https://www.sota2.com/research/sota/factual-evaluation-on-agricultural-test.md?metric=DG-Eval>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FActScore | Result date | Report paper |
| --- | --- | --- | --- |
| 4o Mini | 72 | Not recorded | 69a90ddc2d603e6de3e40588 |
| 4o Mini | 68 | Not recorded | 69a90ddc2d603e6de3e40588 |

### 4o Mini

FActScore: 72. Result ID: 69a9294b6dbb7075b951fce9.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddc2d603e6de3e40588.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90ddc2d603e6de3e40588.md>)

Recorded evaluation configuration: {"Fine-tuning Status":"Vanilla"}. This record does not assert independent reproduction.

### 4o Mini

FActScore: 68. Result ID: 69a9294b6dbb7075b951fcea.

[Reporting paper](<https://www.sota2.com/research/paper/69a90ddc2d603e6de3e40588.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90ddc2d603e6de3e40588.md>)

Recorded evaluation configuration: {"Fine-tuning Status":"FT"}. This record does not assert independent reproduction.

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