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description and probabilities
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app.py
CHANGED
@@ -8,6 +8,10 @@ from transformers import BartForSequenceClassification, BartTokenizer
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tokenizer_bart = BartTokenizer.from_pretrained('facebook/bart-large-mnli')
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model_bart_sq = BartForSequenceClassification.from_pretrained('facebook/bart-large-mnli')
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def zs(premise,hypothesis):
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input_ids = tokenizer_bart.encode(premise, hypothesis, return_tensors='pt')
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@@ -15,9 +19,9 @@ def zs(premise,hypothesis):
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# entail_contradiction_logits = logits[:,[0,1,2]]
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entail_contradiction_logits = logits[:,[0,2]]
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probs = entail_contradiction_logits.softmax(dim=1)
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contra_prob = round(probs[:,0].item()
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# neut_prob = round(probs[:,1].item()
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entail_prob = round(probs[:,1].item()
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# return contra_prob, neut_prob, entail_prob
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return contra_prob, entail_prob
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tokenizer_bart = BartTokenizer.from_pretrained('facebook/bart-large-mnli')
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model_bart_sq = BartForSequenceClassification.from_pretrained('facebook/bart-large-mnli')
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title="Stance Detection using Zero Shot"
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description="Welcome to the side where the grass is greener. This is a simple tool which was created with an aim to stance towards a given entity in a sentence. However, this is not the only use case of it!"
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def zs(premise,hypothesis):
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input_ids = tokenizer_bart.encode(premise, hypothesis, return_tensors='pt')
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# entail_contradiction_logits = logits[:,[0,1,2]]
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entail_contradiction_logits = logits[:,[0,2]]
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probs = entail_contradiction_logits.softmax(dim=1)
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contra_prob = round(probs[:,0].item(),4)
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# neut_prob = round(probs[:,1].item(),4)
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entail_prob = round(probs[:,1].item(),4)
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# return contra_prob, neut_prob, entail_prob
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return contra_prob, entail_prob
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