Fashion attribute extraction on iMaterialist held-out (test)
99.8JSON ValidityGPT-4o-mini
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GPT-4o-ministrategy=zero-shot, prompting=schema-constrained prompting, sample_size=4612026.05 | 99.8 | 89.3 | 43.3 | 39.8 | 55.3 | |
| Fashion Florencestrategy=fine-tuned, adaptation=LoRA, sample_size=4612026.05 | 99.8 | 94.6 | 63 | 75.3 | 59.1 | |
| Gemini 2.5 Flashstrategy=zero-shot, sample_size=200, taxonomy=different taxonomy for material2026.05 | 99.5 | 87.4 | — | 61.2 | 62.4 |