|
--- |
|
license: apache-2.0 |
|
tags: |
|
- summarization |
|
- summary |
|
- booksum |
|
- long-document |
|
- long-form |
|
datasets: |
|
- kmfoda/booksum |
|
metrics: |
|
- rouge |
|
inference: false |
|
model-index: |
|
- name: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP |
|
results: |
|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: kmfoda/booksum |
|
type: kmfoda/booksum |
|
config: kmfoda--booksum |
|
split: test |
|
metrics: |
|
- type: rouge |
|
value: 35.9969 |
|
name: ROUGE-1 |
|
verified: true |
|
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value: 5.9272 |
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name: ROUGE-2 |
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verified: true |
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value: 16.0136 |
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name: ROUGE-L |
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verified: true |
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value: 32.941 |
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name: ROUGE-LSUM |
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verified: true |
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name: loss |
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verified: true |
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- type: gen_len |
|
value: 283.7198 |
|
name: gen_len |
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verified: true |
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|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: samsum |
|
type: samsum |
|
config: samsum |
|
split: test |
|
metrics: |
|
- type: rouge |
|
value: 26.2412 |
|
name: ROUGE-1 |
|
verified: true |
|
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- type: rouge |
|
value: 5.9791 |
|
name: ROUGE-2 |
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verified: true |
|
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value: 18.7467 |
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name: ROUGE-L |
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verified: true |
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|
value: 22.5566 |
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name: ROUGE-LSUM |
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verified: true |
|
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|
value: 2.877626895904541 |
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name: loss |
|
verified: true |
|
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- type: gen_len |
|
value: 47.6532 |
|
name: gen_len |
|
verified: true |
|
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|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: xsum |
|
type: xsum |
|
config: default |
|
split: test |
|
metrics: |
|
- type: rouge |
|
value: 19.3209 |
|
name: ROUGE-1 |
|
verified: true |
|
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|
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|
value: 2.7978 |
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name: ROUGE-2 |
|
verified: true |
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|
- type: rouge |
|
value: 12.5816 |
|
name: ROUGE-L |
|
verified: true |
|
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|
value: 15.0239 |
|
name: ROUGE-LSUM |
|
verified: true |
|
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|
- type: loss |
|
value: 4.483709335327148 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODYwMDc4MTFmZGRmMjljNzNiN2QxNDNiZWJhZDE3ODcyNDExOTQ1MzhhZTk5MzQ4ZmM1NTUxN2QyMDFkYjZhYiIsInZlcnNpb24iOjF9.NMGHLvhHJwFOKi1aojjHzwslAB-D_TUQmNN1iLpBokcNZjrbgw3qqO2HY2xQn7QEQFZpAy-UD7ptIJ5zpJhSDw |
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|
value: 82.729 |
|
name: gen_len |
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verified: true |
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verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjkzYmI1YWE2MmVkODdjNzU4Y2U3NTgwZjdjYjMxZTBkYmIyODVkNzA0NzEyZjlmOGQ4ODg1ZWE2Mzc1ZDE2MiIsInZlcnNpb24iOjF9.1vDZt_Ujy6kM_VjgA7ZenMjg5UJUI_mXUueB3I1WYhsTOzq_Dib8cjlHejkFuLHbHoKzg4x5WEu90ncEpptIAg |
|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: billsum |
|
type: billsum |
|
config: default |
|
split: test |
|
metrics: |
|
- type: rouge |
|
value: 36.5688 |
|
name: ROUGE-1 |
|
verified: true |
|
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value: 12.5849 |
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name: ROUGE-2 |
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verified: true |
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|
value: 22.2461 |
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name: ROUGE-L |
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verified: true |
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value: 30.6507 |
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name: ROUGE-LSUM |
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verified: true |
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value: 2.6456267833709717 |
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name: loss |
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verified: true |
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|
value: 139.0398 |
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name: gen_len |
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verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDkzMWU4MjZlYWUzZjBmN2ZmMTc4MjEyZDUwYTFhMWY0NTZmZTI4NjYyYzMxZDY5OGY0Y2E3MTA0NmJkYzNlYyIsInZlcnNpb24iOjF9.kJctRHl1hSPEjCO6GpFKTlJ190Mc70NTlGrX0sciIevCSZ8IgzITZEnuR5SP7FgZIcQV82PrGH2RifpD-ImRBA |
|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: launch/gov_report |
|
type: launch/gov_report |
|
config: plain_text |
|
split: test |
|
metrics: |
|
- type: rouge |
|
value: 37.0248 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTdmYTU0OWRiNTRlMjFmMzI3N2FjMDIyZmE3ZTMyZDEzZmIzNzRkOWVkZTc5YTg4NTc3ZWIyMDVjY2NlZDhlMSIsInZlcnNpb24iOjF9.-c5dYiAJ7mGXTrP2Q4rzXf3to_gLSicvE2et6NrLIhr4LfdhMWHl1KgOe1nSwkL_rI8pBMDLQ73_LhfjrnWfDQ |
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value: 9.0446 |
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name: ROUGE-2 |
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verified: true |
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value: 3.381495237350464 |
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verified: true |
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value: 211.2066 |
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name: gen_len |
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verified: true |
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|
--- |
|
|
|
# long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP |
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|
|
> NOTE: this is still a work-in-progress (WIP) and not completed/converged by any means, but sharing to maybe save some time for others :) |
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|
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## Updates |
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|
|
_As I update this WIP checkpoint, I will post a note here._ |
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|
|
- July 26, 2022: add two more epochs of training, metrics starting to be _almost_ as good as the more-tuned `base` variant |
|
- July 8, 2022: add checkpoint with ~4 epochs of training on A100, equating to approx 350 steps of functional batch size 128 |
|
- July 4, 2022: add checkpoint with six additional epochs of training with the dataset summary outputs filtered to 1024 **tokens**, resolving the prior issue of short summaries. |
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|
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## About |
|
|
|
- a checkpoint of [Stancld/longt5-tglobal-large-16384-pubmed-3k_steps](https://huggingface.co/Stancld/longt5-tglobal-large-16384-pubmed-3k_steps) trained on `kmfoda/booksum` for about 26 epochs |
|
- max input lengths during training vary between 8192 and 16384 tokens depending on GPU availability. This checkpoint was **trained with 16384 tokens as the max input length for the final 10+ epochs** |
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## Comparisons |
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- compare to [pszemraj/led-large-book-summary](https://huggingface.co/pszemraj/led-large-book-summary). |
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- **inference API has been disabled because it's too compute-intensive :/** |
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