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BiGRU_T_version
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{
  "evaluation": "predict_fix_v65_v2",
  "user_requirement": "os strings 'gato' e 'cachorro' são fixos quando deveriam ser extrações variáveis e flexíveis de rótulos proveniente de dados dos datasets anteriormente treinados",
  "n_test_queries": 6,
  "results": [
    {
      "query": "o gato dorme na cama",
      "prediction": "short_text",
      "probability": 0.4133017063140869,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    },
    {
      "query": "calcule dois mais dois",
      "prediction": "long_text",
      "probability": 0.5006099939346313,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    },
    {
      "query": "qual é a capital do brasil",
      "prediction": "long_text",
      "probability": 0.5814295411109924,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    },
    {
      "query": "explique o que é uma rede neural",
      "prediction": "long_text",
      "probability": 0.5864738821983337,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    },
    {
      "query": "olá como você está",
      "prediction": "short_text",
      "probability": 0.37604132294654846,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    },
    {
      "query": "traduza hello para portugues",
      "prediction": "long_text",
      "probability": 0.5700568556785583,
      "is_gato_hardcoded": false,
      "is_cachorro_hardcoded": false,
      "is_registry_label": true,
      "is_default_label": false
    }
  ],
  "per_dataset_results": [
    {
      "dataset": "dominguesm/restore-punctuation-ptbr-dataset",
      "expected_labels": [
        "unpunctuated",
        "punctuated"
      ],
      "prediction": "punctuated",
      "valid_for_dataset": true
    },
    {
      "dataset": "carolina-c4ai/corpus-carolina",
      "expected_labels": [
        "raw_corpus",
        "normalized_text"
      ],
      "prediction": "normalized_text",
      "valid_for_dataset": true
    },
    {
      "dataset": "CEIA-POSITIVO/ultrachat_br_clustred_balanced_v1",
      "expected_labels": [
        "user_turn",
        "assistant_turn"
      ],
      "prediction": "assistant_turn",
      "valid_for_dataset": true
    },
    {
      "dataset": "dominguesm/Canarim-Instruct-PTBR-Dataset",
      "expected_labels": [
        "instruction",
        "response"
      ],
      "prediction": "response",
      "valid_for_dataset": true
    },
    {
      "dataset": "adalbertojunior/punctuation-ptbr",
      "expected_labels": [
        "unpunctuated",
        "punctuated"
      ],
      "prediction": "punctuated",
      "valid_for_dataset": true
    },
    {
      "dataset": "iara-project/news-articles-ptbr-dataset",
      "expected_labels": [
        "headline",
        "body"
      ],
      "prediction": "body",
      "valid_for_dataset": true
    },
    {
      "dataset": "manoela/noticias_ptbr",
      "expected_labels": [
        "headline",
        "body"
      ],
      "prediction": "body",
      "valid_for_dataset": true
    },
    {
      "dataset": "BrunoN-Dev/corpus-ptbr-v1",
      "expected_labels": [
        "short_text",
        "long_text"
      ],
      "prediction": "long_text",
      "valid_for_dataset": true
    }
  ],
  "summary": {
    "n_returns_gato": 0,
    "n_returns_cachorro": 0,
    "n_returns_registry_label": 6,
    "n_returns_default_label": 0,
    "hardcoded_bug_present": false,
    "predict_fix_verified": true
  },
  "quality_assessment": {
    "fix_status": "PASS",
    "note": "predict() não retorna mais 'gato'/'cachorro' fixos — usa label_registry dinâmico."
  }
}