readme: ---
  datasets:
  - wiki_split
  widget:
  - text: "Mary likes to play football in her freetime whenever she meets with her friends that are very nice people."    
  ---
  # 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:
  ```python
  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:
  [Wiki_Split](https://research.google/tools/datasets/wiki-split/)
  ## Current Basline from [paper](https://arxiv.org/abs/1907.12461)
  ![baseline](./baseline.png)
  ## Our Results:
  | Model | Exact | SARI | BLEU |
  | --- | --- | --- | --- |
  | [t5-base-wikisplit](https://huggingface.co/flax-community/t5-base-wikisplit) |  17.93 | 67.5438 | 76.9 |
  | [t5-v1_1-base-wikisplit](https://huggingface.co/flax-community/t5-v1_1-base-wikisplit) | 18.1207 | 67.4873 | 76.9478 |
  | [byt5-base-wikisplit](https://huggingface.co/flax-community/byt5-base-wikisplit) | 11.3582 | 67.2685 | 73.1682 |
  | [t5-large-wikisplit](https://huggingface.co/flax-community/t5-large-wikisplit) | 18.6632 | 68.0501 | 77.1881 |