Total runs:
2.1K
Run Growth:
2.0K
Growth Rate:
94.19%
Sponsored by
iMean AI Trip Planner
flax-community / byt5-base-wikisplit
Model's Last Updated: July 27 2023
text-generation
Introduction of byt5-base-wikisplit
Model Details of byt5-base-wikisplit
T5 model for sentence splitting in English
Sentence Split is the task of dividing a long sentence into multiple sentences. E.g.:
Mary likes to play football in her freetime whenever she meets with her friends that are very nice people.
could be split into
Mary likes to play football in her freetime whenever she meets with her friends.
Her friends are very nice people.
How to use it in your code:
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
tokenizer = AutoTokenizer.from_pretrained("flax-community/byt5-base-wikisplit")
model = AutoModelForSeq2SeqLM.from_pretrained("flax-community/byt5-base-wikisplit")
complex_sentence = "This comedy drama is produced by Tidy , the company she co-founded in 2008 with her husband David Peet , who is managing director ."
sample_tokenized = tokenizer(complex_sentence, return_tensors="pt")
answer = model.generate(sample_tokenized['input_ids'], attention_mask = sample_tokenized['attention_mask'], max_length=256, num_beams=5)
gene_sentence = tokenizer.decode(answer[0], skip_special_tokens=True)
gene_sentence
"""
Output:
This comedy drama is produced by Tidy. She co-founded Tidy in 2008 with her husband David Peet, who is managing director.
"""
Datasets:
Current Basline from paper
Our Results:
| Model | Exact | SARI | BLEU |
|---|---|---|---|
| t5-base-wikisplit | 17.93 | 67.5438 | 76.9 |
| t5-v1_1-base-wikisplit | 18.1207 | 67.4873 | 76.9478 |
| byt5-base-wikisplit | 11.3582 | 67.2685 | 73.1682 |
| t5-large-wikisplit | 18.6632 | 68.0501 | 77.1881 |
Runs of flax-community byt5-base-wikisplit on huggingface.co
18
Total runs
0
24-hour runs
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3-day runs
0
7-day runs
2
30-day runs
More Information About byt5-base-wikisplit huggingface.co Model
Url of byt5-base-wikisplit
byt5-base-wikisplit huggingface.co Url
Provider of byt5-base-wikisplit huggingface.co
Other API from flax-community
Updated:July 17 2021
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