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Update 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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-
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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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