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+ # Rembert Squad2
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+ This model is finetuned for QA task on Squad2 from [Rembert checkpoint](https://huggingface.co/google/rembert).
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+
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+ ## Hyperparameters
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+ ```
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+ Batch Size: 4
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+ Grad Accumulation Steps = 8
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+ Total epochs = 3
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+ MLM Checkpoint = "rembert"
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+ max_seq_len = 256
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+ learning_rate = 1e-5
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+ lr_schedule = LinearWarmup
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+ warmup_ratio = 0.1
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+ doc_stride = 128
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+ ```
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+
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+ ## Squad 2 Evaluation stats:
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+
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+ Metrics generated from [the official Squad2 evaluation script](https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/)
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+ ```json
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+ {
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+ "exact": 84.51107554956624,
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+ "f1": 87.46644042781853,
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+ "total": 11873,
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+ "HasAns_exact": 80.97165991902834,
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+ "HasAns_f1": 86.89086491219469,
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+ "HasAns_total": 5928,
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+ "NoAns_exact": 88.04037005887301,
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+ "NoAns_f1": 88.04037005887301,
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+ "NoAns_total": 5945
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+ }
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+ ```