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README.md
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@@ -79,7 +79,6 @@ This dataset contains the [Quora](https://huggingface.co/datasets/quora) Questio
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```python
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from datasets import load_dataset
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from sentence_transformers.SentenceTransformer import SentenceTransformer
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from sentence_transformers.evaluation import ParaphraseMiningEvaluator
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@@ -92,13 +91,22 @@ qid_to_questions = dict(zip(questions_dataset["qid"], questions_dataset["questio
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duplicates = list(zip(duplicates_dataset["qid1"], duplicates_dataset["qid2"]))
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# Initialize the paraphrase mining evaluator
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paraphrase_mining_evaluator = ParaphraseMiningEvaluator(qid_to_questions, duplicates, name="dev")
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# Load a model to evaluate
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model = SentenceTransformer("all-MiniLM-L6-v2")
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results = paraphrase_mining_evaluator(model)
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print(results)
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```
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## Dataset Subsets
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```python
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from datasets import load_dataset
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from sentence_transformers.SentenceTransformer import SentenceTransformer
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from sentence_transformers.evaluation import ParaphraseMiningEvaluator
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duplicates = list(zip(duplicates_dataset["qid1"], duplicates_dataset["qid2"]))
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# Initialize the paraphrase mining evaluator
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paraphrase_mining_evaluator = ParaphraseMiningEvaluator(qid_to_questions, duplicates, name="quora-duplicates-dev")
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# Load a model to evaluate
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model = SentenceTransformer("all-MiniLM-L6-v2")
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results = paraphrase_mining_evaluator(model)
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print(results)
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```
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```
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{
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'quora-duplicates-dev_average_precision': 0.5537837023752262,
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'quora-duplicates-dev_f1': 0.542585123346778,
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'quora-duplicates-dev_precision': 0.5112918195076678,
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'quora-duplicates-dev_recall': 0.5779587350751861,
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'quora-duplicates-dev_threshold': 0.8290803134441376,
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}
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```
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## Dataset Subsets
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