| { | |
| "model-index": [ | |
| { | |
| "name": "UVIA-v1.3", | |
| "results": [ | |
| { | |
| "task": { | |
| "type": "text-generation", | |
| "name": "Brazilian Viticulture QA" | |
| }, | |
| "dataset": { | |
| "name": "UVIA Brazilian Viticulture Dataset", | |
| "type": "custom" | |
| }, | |
| "metrics": [ | |
| { | |
| "name": "Answer Relevancy", | |
| "type": "custom", | |
| "value": 0.95 | |
| }, | |
| { | |
| "name": "Faithfulness", | |
| "type": "custom", | |
| "value": 1.0 | |
| }, | |
| { | |
| "name": "Brazilian Expertise", | |
| "type": "custom", | |
| "value": 1.0 | |
| }, | |
| { | |
| "name": "Professional Structure", | |
| "type": "custom", | |
| "value": 1.0 | |
| } | |
| ] | |
| } | |
| ] | |
| } | |
| ], | |
| "model": { | |
| "name": "UVIA v1.3", | |
| "version": "1.3", | |
| "release_date": "2026-01-19", | |
| "author": "Daniel Gandolfi", | |
| "contact": "daniel@uvia.ai", | |
| "license": "UVIA Model Weights License v1.0", | |
| "language": "Portuguese", | |
| "specialization": "Brazilian Viticulture and Enology", | |
| "base_model": "Qwen3-8B", | |
| "fine_tuning": "LoRA", | |
| "quantization": "GGUF Q8_0", | |
| "context_length": 2048, | |
| "edge_computing": true, | |
| "agriculture_4_0": true | |
| }, | |
| "training": { | |
| "data_source": "Embrapa + Brazilian Academic Sources", | |
| "data_size": "Comprehensive Brazilian Viticulture Dataset", | |
| "methodology": "Incremental Fine-tuning + Strategic Rebalancing", | |
| "improvement": "+138% over v1.1", | |
| "validation": "Comprehensive Benchmarking" | |
| }, | |
| "performance": { | |
| "overall_score": 0.950, | |
| "vs_qwen3_8b": "+6.7%", | |
| "brazilian_focus": 1.0, | |
| "structure_score": 1.0, | |
| "relevance": 0.95 | |
| }, | |
| "use_cases": [ | |
| "Brazilian Viticulture Consulting", | |
| "Enology Professional Education", | |
| "Brazilian Wine Market Analysis", | |
| "Regulatory Compliance (IN 5/2010, IN 12/2010)", | |
| "Edge Computing in Vineyards", | |
| "IoT Integration for Agriculture 4.0", | |
| "Autonomous Vineyard Monitoring" | |
| ], | |
| "limitations": [ | |
| "Portuguese language optimized", | |
| "Brazilian viticulture focus", | |
| "13.7s inference time", | |
| "Local deployment recommended" | |
| ] | |
| } |