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update readme

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@@ -4,12 +4,14 @@ license: cc-by-4.0
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  # FiD model trained on NQ
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- -- This is the model checkpoint of FiD, based on T5 large (with 770M parameters) and trained on the NQ dataset.
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  -- Hyperparameters: 8 x 40GB A100 GPUs; batch size 8; AdamW; LR 3e-5; 50000 steps
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  References:
 
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  [1] Natural Questions: A Benchmark for Question Answering Research. TACL 2019.
 
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  [2] Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering. EACL 2021.
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  ## Model performance
 
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  # FiD model trained on NQ
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+ -- This is the model checkpoint of FiD [2], based on the T5 large (with 770M parameters) and trained on the natural question (NQ) dataset [1].
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  -- Hyperparameters: 8 x 40GB A100 GPUs; batch size 8; AdamW; LR 3e-5; 50000 steps
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  References:
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  [1] Natural Questions: A Benchmark for Question Answering Research. TACL 2019.
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  [2] Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering. EACL 2021.
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  ## Model performance