Can you try using the reported parameters, these are the params used by the authors,
num_beams=4,
length_penalty=2.0,
max_length=142,
min_length=56,
no_repeat_ngram_size=3,
do_sample=False,
early_stopping=True,
decoder_start_token_id=tokenizer.eos_token_id,