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Not able to replicate paper results
Hi! I've been trying to replicate the results obtained in Transcoding compositionally: using attention to find more generalizable solutions, but I haven't been successful. In the lookup tables dataset, I ran 10 experiments with different random seeds. Only 4 obtained more than 97% sequence accuracy (2 obtained 100%) on the heldout_tables task. The command line options I used are:
{
'full_attention_focus': True,
'sample_train': 'gumbel_st',
'attn_vals': 'embeddings',
'batch_size': 1,
'embedding_size': 256,
'hidden_size': 256,
'n_layers': 1,
'rnn_cell': 'gru',
'attention': 'pre-rnn',
'attention_method': 'mlp',
'max_len': 50,
'dropout_p_encoder': 0.5,
'dropout_p_decoder': 0.5,
}
The rest of the options are left as default.
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