# Explanation Quality Evaluation on DFD 100 randomly selected samples (test) Source: [Explanation Quality Evaluation on DFD 100 randomly selected samples (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:53:20.519Z Evaluation of model explanation quality using 100 randomly selected test samples from the DFD dataset. Metrics include scores from GPT-4o and Gemini 2.5 Pro. 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 | Explanation Quality Evaluation | | Dataset (including any stated split) | DFD 100 randomly selected samples (test) | | Metric | GPT-4o Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [GPT-4o Score](): Higher is better; unit: SCALAR. - [Gemini 2.5 Pro Score](): Higher is better; unit: SCALAR. - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | GPT-4o Score | Result date | Report paper | | --- | --- | --- | --- | | VRAG-DFD | 7.55 | Not recorded | 69e06cf97d0172140ec7c959 | | Gemini 2.5 Pro | 7.31 | Not recorded | 69e06cf97d0172140ec7c959 | | GPT-4o | 4.6 | Not recorded | 69e06cf97d0172140ec7c959 | ### VRAG-DFD GPT-4o Score: 7.55. Result ID: 69e094c647f34ce924c99b47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 2.5 Pro GPT-4o Score: 7.31. Result ID: 69e094c647f34ce924c99b46. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o GPT-4o Score: 4.6. Result ID: 69e094c647f34ce924c99b45. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.