| { | |
| "model_name": "Optimized MarianMT Meeting Translation ID-EN", | |
| "base_model": "Helsinki-NLP/opus-mt-id-en", | |
| "optimization_date": "2025-06-12T17:13:28.844177", | |
| "best_bleu_score": 30.38363660017739, | |
| "baseline_bleu": 34.87966010621732, | |
| "improvement": -4.496023506039933, | |
| "training_epochs": 12, | |
| "dataset_size": 84058, | |
| "dataset_percentage": 1.0, | |
| "specialization": "real_time_meeting_translation", | |
| "hyperparameters": { | |
| "max_length": 120, | |
| "batch_size": 8, | |
| "learning_rate": 5e-06, | |
| "weight_decay": 0.001, | |
| "gradient_clip": 0.5, | |
| "warmup_ratio": 0.1 | |
| }, | |
| "performance": { | |
| "target_bleu": "> 0.40", | |
| "target_speed": "< 1.0s", | |
| "achieved_bleu": 30.38363660017739, | |
| "achieved_speed": 0.14054479598999023, | |
| "bleu_achieved": true, | |
| "speed_achieved": true | |
| }, | |
| "optimizations": [ | |
| "layer_freezing_untuk_stabilitas", | |
| "learning_rate_sangat_kecil", | |
| "gradient_accumulation", | |
| "cosine_annealing_scheduler", | |
| "quality_filtering_dataset", | |
| "early_stopping_dengan_patience", | |
| "memory_optimization", | |
| "speed_optimization" | |
| ] | |
| } |