adaptive-sentiment-classifier / training_results.json
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Update improved adaptive sentiment classifier with better neutral classification
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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
}