# Data Card Generation on MetaGAI-Bench Data Cards Source: [Data Card Generation on MetaGAI-Bench Data Cards]() Collection index: [llms.txt]() Data updated: 2026-04-14T07:20:35.691Z Evaluation of models generating Data Cards using the MetaGAI-Bench Data Cards dataset, assessed across multiple dimensions including Faithfulness, Relevance, Accuracy, Consistency, and Usefulness. 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 | Data Card Generation | | Dataset (including any stated split) | MetaGAI-Bench Data Cards | | Metric | Faithfulness Rank | | Unit | SCALAR | | Direction | Lower 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 - [Faithfulness Rank](): Lower is better; unit: SCALAR. - [Faithfulness (G1) Rank](): Lower is better; unit: SCALAR. - [Faithfulness (G1) Score](): Higher is better; unit: SCALAR. - [Faithfulness (G2) Rank](): Lower is better; unit: SCALAR. - [Faithfulness (G2) Score](): Higher is better; unit: SCALAR. - [Relevance (G1) Rank](): Lower is better; unit: SCALAR. - [Relevance (G1) Score](): Higher is better; unit: SCALAR. - [Relevance (G2) Rank](): Lower is better; unit: SCALAR. - [Relevance (G2) Score](): Higher is better; unit: SCALAR. - [Accuracy (G1) Rank](): Lower is better; unit: SCALAR. - [Accuracy (G1) Score](): Higher is better; unit: SCALAR. - [Accuracy (G2) Rank](): Lower is better; unit: SCALAR. - [Accuracy (G2) Score](): Higher is better; unit: SCALAR. - [Consistency (G1) Rank](): Lower is better; unit: SCALAR. - [Consistency (G1) Score](): Higher is better; unit: SCALAR. - [Consistency (G2) Rank](): Lower is better; unit: SCALAR. - [Consistency (G2) Score](): Higher is better; unit: SCALAR. - [Usefulness (G1) Rank](): Lower is better; unit: SCALAR. - [Usefulness (G1) Score](): Higher is better; unit: SCALAR. - [Usefulness (G2) Rank](): Lower is better; unit: SCALAR. - [Usefulness (G2) Score](): Higher is better; unit: SCALAR. - [Average (G1) Rank](): Lower is better; unit: SCALAR. - [Average (G1) Score](): Higher is better; unit: SCALAR. - [Average (G2) Rank](): Lower is better; unit: SCALAR. - [Average (G2) Score](): Higher is better; unit: SCALAR. - [Relevance Rank](): Lower is better; unit: SCALAR. - [Accuracy Rank](): Lower is better; unit: SCALAR. - [Consistency Rank](): Lower is better; unit: SCALAR. - [Usefulness Rank](): Lower is better; unit: SCALAR. - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Faithfulness Rank | Result date | Report paper | | --- | --- | --- | --- | | AdaQE-CG | 1 | Not recorded | 69ddca007d0172140ec798eb | | AdaQE-CG | 1 | Not recorded | 69ddca007d0172140ec798eb | | Zero-shot | 2 | Not recorded | 69ddca007d0172140ec798eb | | Human-Annotated | 2 | Not recorded | 69ddca007d0172140ec798eb | | Zero-shot | 3 | Not recorded | 69ddca007d0172140ec798eb | | Human-Annotated | 3 | Not recorded | 69ddca007d0172140ec798eb | | CardGen | 4 | Not recorded | 69ddca007d0172140ec798eb | | CardGen | 4 | Not recorded | 69ddca007d0172140ec798eb | ### AdaQE-CG Faithfulness Rank: 1. Result ID: 69ddea3647f34ce924c4e9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Judge":"GPT-5-nano"}. This record does not assert independent reproduction. ### AdaQE-CG Faithfulness Rank: 1. Result ID: 69ddea3647f34ce924c4e9d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Judge":"Gemini-2.5 Flash-Lite"}. This record does not assert independent reproduction. ### Zero-shot Faithfulness Rank: 2. Result ID: 69ddea3647f34ce924c4e9cf. [Reporting paper]() Recorded evaluation configuration: {"LLM Judge":"Gemini-2.5 Flash-Lite"}. This record does not assert independent reproduction. ### Human-Annotated Faithfulness Rank: 2. Result ID: 69ddea3647f34ce924c4e9d2. [Reporting paper]() Recorded evaluation configuration: {"LLM Judge":"GPT-5-nano"}. This record does not assert independent reproduction. ### Zero-shot Faithfulness Rank: 3. Result ID: 69ddea3647f34ce924c4e9ce. [Reporting paper]() Recorded evaluation configuration: {"LLM Judge":"GPT-5-nano"}. This record does not assert independent reproduction. ### Human-Annotated Faithfulness Rank: 3. Result ID: 69ddea3647f34ce924c4e9d3. [Reporting paper]() Recorded evaluation configuration: {"LLM Judge":"Gemini-2.5 Flash-Lite"}. This record does not assert independent reproduction. ### CardGen Faithfulness Rank: 4. Result ID: 69ddea3647f34ce924c4e9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Judge":"GPT-5-nano"}. This record does not assert independent reproduction. ### CardGen Faithfulness Rank: 4. Result ID: 69ddea3647f34ce924c4e9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Judge":"Gemini-2.5 Flash-Lite"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.