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adaptive-sentiment-classifier

Text Classification
Safetensors
English
adaptive-classifier
sentiment-analysis
few-shot-learning
continual-learning
nlp
Eval Results
Model card Files
xet
Community
adaptive-sentiment-classifier
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{
  "initial_eval": {
    "accuracy": 0.6,
    "total_examples": 10,
    "correct_predictions": 6,
    "predictions": [
      {
        "input": "Granite Guardian 4 is a type of AI model developed by IBM. It's designed for natural language processing tasks.",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.44513007998466486
      },
      {
        "input": "Do you know what Granite Guardian 4 is?",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.39824602007865906
      },
      {
        "input": "Learning is a process of gaining knowledge or skills. It can be observed in both humans and machines.",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.4283122888710413
      },
      {
        "input": "I love this new technology!",
        "target": "positive",
        "predicted": "positive",
        "confidence": 0.42194897401636994
      },
      {
        "input": "This is terrible and I hate it.",
        "target": "negative",
        "predicted": "neutral",
        "confidence": 0.35905733704566956
      },
      {
        "input": "The weather is nice today.",
        "target": "positive",
        "predicted": "neutral",
        "confidence": 0.3665336450020286
      },
      {
        "input": "Good morning everyone.",
        "target": "positive",
        "predicted": "positive",
        "confidence": 0.4066323284287648
      },
      {
        "input": "The system crashed again.",
        "target": "negative",
        "predicted": "neutral",
        "confidence": 0.4058202803134918
      },
      {
        "input": "How are you doing?",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.3830379361819606
      },
      {
        "input": "This tutorial is very helpful.",
        "target": "positive",
        "predicted": "neutral",
        "confidence": 0.4003178000544846
      }
    ]
  },
  "final_eval": {
    "accuracy": 0.8,
    "total_examples": 10,
    "correct_predictions": 8,
    "predictions": [
      {
        "input": "Granite Guardian 4 is a type of AI model developed by IBM. It's designed for natural language processing tasks.",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.48359261242116824
      },
      {
        "input": "Do you know what Granite Guardian 4 is?",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.4045923363957152
      },
      {
        "input": "Learning is a process of gaining knowledge or skills. It can be observed in both humans and machines.",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.42605821192264554
      },
      {
        "input": "I love this new technology!",
        "target": "positive",
        "predicted": "positive",
        "confidence": 0.4828301404039827
      },
      {
        "input": "This is terrible and I hate it.",
        "target": "negative",
        "predicted": "negative",
        "confidence": 0.461149305329239
      },
      {
        "input": "The weather is nice today.",
        "target": "positive",
        "predicted": "positive",
        "confidence": 0.36550917619287693
      },
      {
        "input": "Good morning everyone.",
        "target": "positive",
        "predicted": "positive",
        "confidence": 0.43729869443503283
      },
      {
        "input": "The system crashed again.",
        "target": "negative",
        "predicted": "neutral",
        "confidence": 0.4084569862188673
      },
      {
        "input": "How are you doing?",
        "target": "neutral",
        "predicted": "neutral",
        "confidence": 0.3692911105843683
      },
      {
        "input": "This tutorial is very helpful.",
        "target": "positive",
        "predicted": "neutral",
        "confidence": 0.404367300363097
      }
    ]
  },
  "improvement": 0.20000000000000007,
  "total_training_examples": 114
}