File size: 8,006 Bytes
79a9cd6
4b73b9f
 
 
79a9cd6
046b691
 
 
 
 
 
 
 
 
 
70bd1c8
92f4b6b
 
 
 
 
 
 
 
 
 
 
 
4b73b9f
92f4b6b
4b73b9f
92f4b6b
4b73b9f
 
92f4b6b
4b73b9f
92f4b6b
4b73b9f
 
92f4b6b
4b73b9f
92f4b6b
4b73b9f
 
92f4b6b
4b73b9f
92f4b6b
4b73b9f
 
92f4b6b
4b73b9f
92f4b6b
4b73b9f
 
 
 
92f4b6b
4b73b9f
17c347a
 
 
 
 
 
 
 
 
4b73b9f
17c347a
4b73b9f
17c347a
4b73b9f
 
17c347a
4b73b9f
17c347a
4b73b9f
 
17c347a
4b73b9f
17c347a
4b73b9f
 
17c347a
4b73b9f
17c347a
4b73b9f
 
17c347a
4b73b9f
17c347a
4b73b9f
 
17c347a
4b73b9f
17c347a
4b73b9f
3156501
 
 
 
 
 
 
 
 
4b73b9f
3156501
4b73b9f
3156501
4b73b9f
 
3156501
4b73b9f
3156501
4b73b9f
 
3156501
4b73b9f
3156501
4b73b9f
 
3156501
4b73b9f
3156501
4b73b9f
 
3156501
4b73b9f
3156501
4b73b9f
 
3156501
4b73b9f
3156501
4b73b9f
79a9cd6
 
046b691
79a9cd6
046b691
79a9cd6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8792e30
79a9cd6
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
---
license:
- apache-2.0
- bsd-3-clause
tags:
- summarization
- summary
- booksum
- long-document
- long-form
datasets:
- kmfoda/booksum
metrics:
- rouge
inference: false
base_model: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13
model-index:
- name: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP15
  results:
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: samsum
      type: samsum
      config: samsum
      split: test
    metrics:
    - type: rouge
      value: 24.5482
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2U3MGNlNzI0MGNiYWQ2NGRhYzg5M2Y3NjhjYTdhZmVlYWNmM2Y0YTFhN2I2ZmI5NDVkY2I2M2MxMjM5ZDIwOSIsInZlcnNpb24iOjF9.tHnV8ofGr9jbx0fHm3cDL6p8nqXZITS1H6XLjW-iWaNFuQJ7Qfs7E0uYNf2haQP6Mu5K5eWWGdg54KtMi1N9DA
    - type: rouge
      value: 4.811
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzE1ODYzOGFhMDE4ZGU1OTM0OTM5NDBkNjEwODQzY2I1NzRhYTc0NDJjZmM5YzI4ZGZmZGNkZjljYmNlYTQ1YyIsInZlcnNpb24iOjF9.n7tOZFKEePwSEqM7a0Y-fBiEEi3jZL7QwP0MCQNun5yKsd2OIkTlruuauV3h8yHN5yKxg33CUfpzS2B44kGjBg
    - type: rouge
      value: 17.2505
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjM3YTYwNjAyYzY5MmZjMzI1MmYwNzI2OWNmMzJiNzk3MTY5Y2E4ZmM1OTIyYjQ1NTkxMjI1ZGMwYmRiYzg5NiIsInZlcnNpb24iOjF9.1VQIehrugMj213RavmSAf1qsKTG3Jmj6DAJGi3KOeOYrJpKeLBQ6ftQZ_wSje8UiyR9uekne1wTd256sr61DBQ
    - type: rouge
      value: 20.906
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDdhNjJlOTY3ZjgxOGMzYjkzOGI2NGJlZDY0MDk0NmE5ZDcyMzIyNTA1M2ZhNmMyOTFlODJjZWJkY2ZjMTQ3NCIsInZlcnNpb24iOjF9.SLAdCUY_9PFb7BrvvpN2ABDU9uvy7EIMEHKtnlpH94nZbv2G2sj74tWLcIQstuTkmXmLTk6_HvdZTEaoUc-5CA
    - type: loss
      value: 3.3002164363861084
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDFkM2UyOWQ5YzM2ZDIwZGRmNTY2YTRlMzUzY2QxZDhkNGFmODljNjIxNWQxZjFhM2E2YjM4ZWRjZDUzNWQxNyIsInZlcnNpb24iOjF9.HUYhxEAGbZS8J76Zt9k5KNFt6dx_vdoqf34k5ht3X0BTB4u2WiYwVS9O0ka2ExCynIODo9OMWLcMG2CW-xnjBA
    - type: gen_len
      value: 52
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTkxMWQ0ZWVlNWUxNjYwNTU3MTQzYjRhZGI1YjQ1ODYxOGRlNTU0ZjlkOGZiN2UzM2I5MjU3Y2QxODU3MTJmZCIsInZlcnNpb24iOjF9.9iDB-q3h2qYZIRHLKryZIjYYUeN_4_9hr5miRgmJl8TYB1Prf69NNziW7QPOkMXMOM-5-xvRVKmx-JqZQSkcDg
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: kmfoda/booksum
      type: kmfoda/booksum
      config: kmfoda--booksum
      split: test
    metrics:
    - type: rouge
      value: 35.3305
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiY2Q0NWU1Mjc0ZTYxOGM5NjI3NTlmODYwMmU4ODE3Y2VjYjdmNTRhOWI2MDdlM2U3OTk5N2Q3YTcyYTViYzIwMiIsInZlcnNpb24iOjF9.ScFds-4QZgG0Wro-w0qnoaQSoXXMpWOTEE4zYrvA9k2lew965geaqeBVAt7QQxwchuB9q26hSGYCEqLMdX3EBw
    - type: rouge
      value: 5.8001
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjFiNjU2ZjI1YmE2NDViZjUwMjI1ZWFiNDkyMjExZjJjMjBmN2I5ZmYyYjE0MGEzNzk3ZGE4YTMzNzA0M2NjNSIsInZlcnNpb24iOjF9.H4r1JTjEC3ABkgVIi8i3TRxQ1gMsYoQR8qCBbJVkdWJQwECzWGZRw6QIaWz0kZv73nQ890kf90JE6FKeD2MpAg
    - type: rouge
      value: 16.0557
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjBjNTBiYmM3OWM3ZjFkN2FjZTBiMGJkMTg4MTYxYzRjNWUzNWE2YWVjOWJiMzRkZTMxMGFkYThlYmZiN2UwNSIsInZlcnNpb24iOjF9.mLij-24wue3udXSS5H3kBniefh7NDTmNf3bxacq7UinFkbTtqx9OvS6Ywun4LfJj_Ufn9-uTMR2VbaoIIQKkBA
    - type: rouge
      value: 32.3409
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjg3ODliOTAzYzg4Y2NhNzI4M2I4OGM1ZGQwMWE5ZjBiZGQyNTNhMDQxZDllMzgxOGM0NWZjZTJjMzFkZGVkZSIsInZlcnNpb24iOjF9.LpNcyf7HNaL_xwb4zqrBgOPoTBWFaBN0AgSbzsgfsQ7J12CIi7s0UoBhxg_c8UYwNuqFOZouYIq78r1PM81RCA
    - type: loss
      value: 3.0063540935516357
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTJmMGM2Y2U0MDU0OTFlMzJlNTNlZjViYTAyYjE4YTVkOWJhMmQxZjc3MjM4ZGNkNTNmOTViNDYwZjg0MWI0YyIsInZlcnNpb24iOjF9.VLKkHEjp4Iq1r3-CXSABBzgPJFx1sbjRt5KbbKe_AEuKuJtXI6rRWPuBjudOLB-CHBvutDzVS9wR60pGaQ5jCg
    - type: gen_len
      value: 268.4032
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjJmYjZhOGFkMGNkZjEzOTA0Y2RjNWU3Yjc2ZGI5NWU1MTNjZjY5NzFiZjI0YjBhZjUxMDFlMjBmZTYxMWE0ZCIsInZlcnNpb24iOjF9.vnImpJVQBidfhKVOzEYuA2okKgbTvB0bkc4GNmvkTlxXdZlsqg1KuevQa587lmy0LQOZk1_pYWz0aVJ4VQQQAA
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: launch/gov_report
      type: launch/gov_report
      config: plain_text
      split: test
    metrics:
    - type: rouge
      value: 37.0412
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTQ0NzdhYjdlNDNhYjJmNzQwM2E1OWQ3ZTQxMTZiY2IwNjJkMzE0YzNmMWZjZTI0NGI2NWYzNTU0ODM0OTVmMCIsInZlcnNpb24iOjF9.1Gf6zoMOLmf71bkW9RdiXJPDms-vfc0hu0jJehdb7XCjW-hPcmLxdk8ALwWi9knBmeHZ18GHHSJklgU_maFoAA
    - type: rouge
      value: 8.519
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2M0MTE2YTE5NmE1NjhkMGM0ZjYxMzJiOTFjZGNmOTdlZWFhOTExZTAzOGUyOWE4Yjg4MTE3NDcwZTg5ZDk0MCIsInZlcnNpb24iOjF9.6EeSA2FzddyK5EfHhBViKNDXIZp9svVTpvSi4O_9YULWX6Gs4bZYcGRQATGLS6Pfvh1swky1ZXXR5GpX4tN-Ag
    - type: rouge
      value: 17.8685
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTZmMWRhZmNmZDY5MzYzM2JhNDc5NzdiMWI3MmRlYWViZjA0NGQxZDJhNjIxZTY3ZTM2NTJjYjI0ODE5MGFlYiIsInZlcnNpb24iOjF9.Tz6vT3YFZO5Hd8BySoXmtcwDQMSvr4DLGvKYpTeH7L0iZOaIFr8XILCPbLV6ZxjglSgFwMzcwsjN1d032mEqBA
    - type: rouge
      value: 33.5036
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzgzNGQyMTIxYWUwMDlkMjQwZDE5ZDRmYzczODJkZTIxOGE5MTEyZDNjYzMzZWFhMGUyMjljNDQ5NGQ4ZGRkOCIsInZlcnNpb24iOjF9.oR8vSpgDjMskRmcImHV4E5dkXbP74BKNYXmfpkpO5zIHIJWNNyJvUSKurDDy5rhbhbkI98kF5GmOcLlfghyrDA
    - type: loss
      value: 3.628979444503784
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTNkY2E0Y2Q1YjA3Y2VhYTAyOGE1NmQyYWQ0YzM5NzczOTBkYThiYzNjMDljY2YzZGYzMGQ3NGQ5YzRhN2M5OCIsInZlcnNpb24iOjF9.kD1yDRyt6PR5wKBHvsU4l6stGmcsvPbkGB1dMgSfvMWV0LjjSc3MaXUS2ykNciLdnJK_aSqIjSUbUDyO0e4oDA
    - type: gen_len
      value: 219.3885
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzI2MjIyZWViY2I0NTE0YWMxYTE3OTAyODdhOTNlZDZkOTIyMjQ1NzdkMmU5YTY5NmNjYTNkOGI0ODk4YzE2OSIsInZlcnNpb24iOjF9.sqlm-kWBzo-sJ4PaelnJWeQ1usF3nM5ZJP8igXE2GhWNhAQVsST3tlvcA8GwRtfbVCAy_x7Ex9iOuYqpccdbDA
---

# long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP15

This model is a fine-tuned version of [pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13](https://huggingface.co/pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13.5) on the `kmfoda/booksum` dataset.

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0004
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 64
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 1.4

### Framework versions

- Transformers 4.23.0.dev0
- Pytorch 1.10.0+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1