Sponsored by
ThumbnailCreator.com
flax-community / t5-large-wikisplit
Model's Last Updated: July 16 2021
text-generation
Introduction of t5-large-wikisplit
Model Details of t5-large-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/t5-large-wikisplit")
model = AutoModelForSeq2SeqLM.from_pretrained("flax-community/t5-large-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 t5-large-wikisplit on huggingface.co
16
Total runs
0
24-hour runs
-3
3-day runs
-6
7-day runs
-4
30-day runs
More Information About t5-large-wikisplit huggingface.co Model
Url of t5-large-wikisplit
t5-large-wikisplit huggingface.co Url
Provider of t5-large-wikisplit huggingface.co
Other API from flax-community
Total runs:
2.0K
Run Growth:
876
Growth Rate:
49.32%
Total runs:
1.8K
Run Growth:
590
Growth Rate:
31.81%
Total runs:
949
Run Growth:
-383
Growth Rate:
-36.76%
Total runs:
911
Run Growth:
-666
Growth Rate:
-72.31%
Total runs:
672
Run Growth:
204
Growth Rate:
29.96%
Total runs:
581
Run Growth:
-163
Growth Rate:
-28.25%
Total runs:
485
Run Growth:
240
Growth Rate:
47.71%
Total runs:
468
Run Growth:
420
Growth Rate:
90.71%
Total runs:
422
Run Growth:
173
Growth Rate:
40.61%
Total runs:
391
Run Growth:
140
Growth Rate:
35.26%
Total runs:
284
Run Growth:
54
Growth Rate:
19.01%
Total runs:
244
Run Growth:
119
Growth Rate:
46.85%
Total runs:
243
Run Growth:
103
Growth Rate:
40.55%
Total runs:
214
Run Growth:
-40
Growth Rate:
-18.87%
Total runs:
204
Run Growth:
60
Growth Rate:
27.78%
Total runs:
201
Run Growth:
83
Growth Rate:
39.34%
Total runs:
198
Run Growth:
57
Growth Rate:
27.27%
Total runs:
184
Run Growth:
24
Growth Rate:
12.77%
Total runs:
172
Run Growth:
57
Growth Rate:
33.14%
Total runs:
166
Run Growth:
74
Growth Rate:
41.34%
Total runs:
146
Run Growth:
73
Growth Rate:
50.34%
Total runs:
135
Run Growth:
61
Growth Rate:
45.19%
Total runs:
126
Run Growth:
88
Growth Rate:
53.99%
Total runs:
115
Run Growth:
58
Growth Rate:
51.33%
Total runs:
112
Run Growth:
59
Growth Rate:
50.86%
Total runs:
110
Run Growth:
49
Growth Rate:
42.98%
Total runs:
110
Run Growth:
58
Growth Rate:
50.43%
Total runs:
99
Run Growth:
-7
Growth Rate:
-7.14%
Total runs:
97
Run Growth:
-37
Growth Rate:
-38.95%
Total runs:
90
Run Growth:
48
Growth Rate:
52.17%
Total runs:
86
Run Growth:
55
Growth Rate:
61.11%
Total runs:
81
Run Growth:
21
Growth Rate:
26.25%
Total runs:
80
Run Growth:
16
Growth Rate:
20.25%
Total runs:
79
Run Growth:
42
Growth Rate:
56.00%
Total runs:
61
Run Growth:
32
Growth Rate:
53.33%
Total runs:
61
Run Growth:
23
Growth Rate:
38.98%
Total runs:
58
Run Growth:
34
Growth Rate:
61.82%
Total runs:
50
Run Growth:
16
Growth Rate:
32.00%
Total runs:
47
Run Growth:
24
Growth Rate:
52.17%
Total runs:
44
Run Growth:
-4
Growth Rate:
-8.51%
Total runs:
44
Run Growth:
21
Growth Rate:
48.84%
Total runs:
42
Run Growth:
20
Growth Rate:
46.51%
Total runs:
42
Run Growth:
3
Growth Rate:
7.50%
Total runs:
42
Run Growth:
14
Growth Rate:
34.15%
Total runs:
40
Run Growth:
28
Growth Rate:
68.29%
Total runs:
37
Run Growth:
17
Growth Rate:
48.57%
Total runs:
37
Run Growth:
20
Growth Rate:
55.56%
Total runs:
37
Run Growth:
13
Growth Rate:
36.11%
Total runs:
36
Run Growth:
11
Growth Rate:
29.73%
Total runs:
34
Run Growth:
17
Growth Rate:
51.52%
Total runs:
33
Run Growth:
14
Growth Rate:
43.75%
Total runs:
33
Run Growth:
20
Growth Rate:
62.50%
Total runs:
32
Run Growth:
9
Growth Rate:
27.27%
Total runs:
32
Run Growth:
15
Growth Rate:
45.45%
Total runs:
32
Run Growth:
7
Growth Rate:
22.58%
Total runs:
31
Run Growth:
13
Growth Rate:
41.94%
Total runs:
29
Run Growth:
1
Growth Rate:
3.85%
Total runs:
29
Run Growth:
0
Growth Rate:
0.00%
Total runs:
27
Run Growth:
0
Growth Rate:
0.00%
Total runs:
26
Run Growth:
9
Growth Rate:
36.00%
Total runs:
26
Run Growth:
-5
Growth Rate:
-20.00%
Total runs:
26
Run Growth:
-50
Growth Rate:
-200.00%
Total runs:
24
Run Growth:
1
Growth Rate:
4.35%
Total runs:
23
Run Growth:
6
Growth Rate:
26.09%
Total runs:
23
Run Growth:
14
Growth Rate:
56.00%
Total runs:
23
Run Growth:
8
Growth Rate:
34.78%
Total runs:
23
Run Growth:
8
Growth Rate:
33.33%
Total runs:
22
Run Growth:
7
Growth Rate:
31.82%
Total runs:
22
Run Growth:
8
Growth Rate:
40.00%
Total runs:
21
Run Growth:
1
Growth Rate:
5.00%
Total runs:
19
Run Growth:
7
Growth Rate:
38.89%
Total runs:
18
Run Growth:
0
Growth Rate:
0.00%
Total runs:
18
Run Growth:
11
Growth Rate:
61.11%
Total runs:
18
Run Growth:
-7
Growth Rate:
-43.75%
Total runs:
18
Run Growth:
-2
Growth Rate:
-11.11%
Total runs:
18
Run Growth:
3
Growth Rate:
17.65%
Total runs:
18
Run Growth:
3
Growth Rate:
15.79%
Total runs:
17
Run Growth:
5
Growth Rate:
31.25%
Total runs:
16
Run Growth:
-1
Growth Rate:
-6.67%
Total runs:
16
Run Growth:
4
Growth Rate:
25.00%
Total runs:
15
Run Growth:
-3
Growth Rate:
-23.08%
Total runs:
15
Run Growth:
2
Growth Rate:
13.33%
Total runs:
14
Run Growth:
-5
Growth Rate:
-35.71%
Total runs:
14
Run Growth:
2
Growth Rate:
14.29%
Total runs:
12
Run Growth:
-1
Growth Rate:
-10.00%
Total runs:
12
Run Growth:
-7
Growth Rate:
-63.64%
Total runs:
12
Run Growth:
2
Growth Rate:
16.67%