Medi-Query/rag_evaluation_summary.json at main · kinza7124/Medi-Query · GitHub

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{
  "evaluation_info": {
    "num_questions": 5,
    "model_answer": "llama-3.3-70b-versatile",
    "model_rewrite": "llama-3.1-8b-instant",
    "embeddings": "BAAI/bge-small-en-v1.5",
    "reranker": "cross-encoder/ms-marco-MiniLM-L-6-v2"
  },
  "ragas_metrics": {
    "faithfulness": 0.8878,
    "answer_relevancy": 0.9233,
    "context_precision": 0.3606,
    "context_recall": 0.9
  },
  "custom_metrics": {
    "bleu": 0.1774,
    "rouge_l": 0.1594,
    "token_precision": 0.2128,
    "token_recall": 0.5038,
    "token_f1": 0.2949,
    "precision_at_5": 0.92,
    "recall_at_5": 0.5397,
    "semantic_similarity": 0.8875
  },
  "per_question": [
    {
      "question": "What are the common symptoms of acne?",
      "bleu": 0.2857,
      "rouge_l": 0.175,
      "token_precision": 0.3333,
      "token_recall": 0.5833,
      "token_f1": 0.4242,
      "precision_at_5": 0.8,
      "recall_at_5": 0.75,
      "semantic_similarity": 0.9013
    },
    {
      "question": "What causes type 2 diabetes?",
      "bleu": 0.1374,
      "rouge_l": 0.1569,
      "token_precision": 0.2,
      "token_recall": 0.7143,
      "token_f1": 0.3125,
      "precision_at_5": 0.8,
      "recall_at_5": 0.5238,
      "semantic_similarity": 0.8971
    },
    {
      "question": "How is hypertension treated?",
      "bleu": 0.2055,
      "rouge_l": 0.1765,
      "token_precision": 0.2182,
      "token_recall": 0.4615,
      "token_f1": 0.2963,
      "precision_at_5": 1.0,
      "recall_at_5": 0.3846,
      "semantic_similarity": 0.9036
    },
    {
      "question": "What are the symptoms of asthma?",
      "bleu": 0.1625,
      "rouge_l": 0.1698,
      "token_precision": 0.2,
      "token_recall": 0.44,
      "token_f1": 0.275,
      "precision_at_5": 1.0,
      "recall_at_5": 0.6,
      "semantic_similarity": 0.8888
    },
    {
      "question": "How can abdominal pain be managed?",
      "bleu": 0.0957,
      "rouge_l": 0.1186,
      "token_precision": 0.1127,
      "token_recall": 0.32,
      "token_f1": 0.1667,
      "precision_at_5": 1.0,
      "recall_at_5": 0.44,
      "semantic_similarity": 0.8465
    }
  ]
}