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--- |
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license: |
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- apache-2.0 |
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- bsd-3-clause |
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tags: |
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- summarization |
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- summary |
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- booksum |
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- long-document |
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- long-form |
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datasets: |
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- kmfoda/booksum |
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metrics: |
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- rouge |
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inference: false |
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base_model: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13 |
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model-index: |
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- name: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP14 |
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results: |
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- task: |
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type: summarization |
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name: Summarization |
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dataset: |
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name: samsum |
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type: samsum |
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config: samsum |
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split: test |
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metrics: |
|
- type: rouge |
|
value: 23.5177 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjMxNGRmYjc0ZjNmZWY3YjFjNDEzYjRhYTAyNWNkOGQ3ODMzM2EwMzk0NTVkMzQ5MGMyYjYxMTkzYWQyMjZiMyIsInZlcnNpb24iOjF9.-PPUZc4Jr6EjNcQ-u9n814SfeviFEaddbFco5d1wbJNoECN_HqciNphSjXh7w99I_rQ6rPIXu8DA93u7aFj9CA |
|
- type: rouge |
|
value: 4.668 |
|
name: ROUGE-2 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWMwYWI1NTg0ZTUwNGIwZjlhYWU2MzQwN2I0NzA1M2MyOTA5YjQ4MTEyYzU2MjRmZTA0NzNiYWM2ZDU0ZThhYyIsInZlcnNpb24iOjF9.CQfgJ3Lha9XR2-IudjfFuaUh_uphWPdYk6TMQOLriWM78_X-paqEIBZDh1Q-WbWoUf-CAyf6UvqXqELRDb3hBQ |
|
- type: rouge |
|
value: 16.6091 |
|
name: ROUGE-L |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzhkODRjM2FiYTFhN2E5MWFiNzk3MjgzMGI0NmY0ODNkYjAxZWNmYmFmYmY0NDBmNjRmOTBkMGVhMGYzMmRkMCIsInZlcnNpb24iOjF9.Y66qsqvvGeAoiMCr1xa9enBMfcXt6a6I2i5s7VAJ3aoh3DtM2RlaMm4nuXG4uzWHedWW1NDivBWMZtycYed9DA |
|
- type: rouge |
|
value: 20.3174 |
|
name: ROUGE-LSUM |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWJjODE5NDdlMjM2YjNkOWU3NDJiMWFlZGU2YTRkNzliMTg5MGNkNDQ3YWU3MTBmY2E5ZTUxMzEyMDc0ZTU5YiIsInZlcnNpb24iOjF9.Kc1accwOycbNU1F7AT8LV8jC3NpYKMmOsZmdLeDdIi5BqgMJcQSP8oNt3L-hGbscLb-D7iIvQBFtmmiGqpnGDQ |
|
- type: loss |
|
value: 3.2174887657165527 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTQ0MzQxYTQ1M2NiODcwNTBjOTRiMGEzZDE0NDFlZWJlNmNlOWI1M2M1N2Q2ZTVkNWFiMzQxNDhjODQxNDFkYSIsInZlcnNpb24iOjF9.Vat1Thj2t_1of477BCINeYoTeNZX1NIPG13qVskJ44ivKLJgMr4BCp0luYNEi2skNTv3kYK2orqBdDfxPZlfDw |
|
- type: gen_len |
|
value: 57.1966 |
|
name: gen_len |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiY2I3MmZkMDY1YmM5N2VmMGE5OWQ0NDg5OWM0OWViMzU1ZTM1NjBmYWRmN2I2YmM5YTVkNGVlZGViNWEwOGYwMyIsInZlcnNpb24iOjF9.4c6j-ll2veK_PuCcXvRK8-8cPFdedKsqGHQsEhGpwj48uwI3PMqj9mF4HYvSGq5H3rVM_dvyPEEs9RhjCvSHBw |
|
- task: |
|
type: summarization |
|
name: Summarization |
|
dataset: |
|
name: kmfoda/booksum |
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type: kmfoda/booksum |
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config: kmfoda--booksum |
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split: test |
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metrics: |
|
- type: rouge |
|
value: 35.9884 |
|
name: ROUGE-1 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWMzODFmZGYwZmNjY2FkZTJmZWYyMjI1NDdlZDI3OTdmY2MzNzU0M2FhYmMxNTdkOGRiNzIwMTEyMTMwMTgyMSIsInZlcnNpb24iOjF9.pbT1OOzVOjnUp4q6lcpUPunDYTQqOiwQeRLRV69699SoMI3ay4bfd_hbWZUvXOuivoJ5JiDd9KBhEqYUninNCA |
|
- type: rouge |
|
value: 6.0596 |
|
name: ROUGE-2 |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODNkNTE1NjU5ZmY3MmVmOGQxMjhhODRhZjIzMDRhMzJlYTY3YTkyNzM4YTAyMGI2YzRlMzljMDM5YzFjNzIyOCIsInZlcnNpb24iOjF9.NevkOank_Ou1u2ZfkEa3o4FF4DapvpFK_ucxLRm-xL-ZWGl9cLdLTOxVECrTn8Yasi_sWrjZUhGRWPkCKlJADQ |
|
- type: rouge |
|
value: 16.1419 |
|
name: ROUGE-L |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzNkM2M4YjQxM2IwNzIzMjAyMjM3MThlMGQwMDgzMGI3NDU0NWVlOTFhMzBlOGQ3ZTQzOGNkNmE5ZGI5NTkzOCIsInZlcnNpb24iOjF9.8DYhyJAiKIK2aIkQSwMy4NEiBSC4v8_h_3feA-TFBdd-icGg5YvKMQR7_IOa1-9AHBe6PphVSFjl82-nDp6lDA |
|
- type: rouge |
|
value: 32.9992 |
|
name: ROUGE-LSUM |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTEwMmViZmZjMzA3OWYxNWMxZjFhMDBmMDRjOGViYzdiYzllNzk0YWZmNTU0NWIwMmVmZjQzNjlkZTBmZTU0YyIsInZlcnNpb24iOjF9.KFwuSVaUXx958EWZctKpK1wawA0EH4yxBJdp3Zru4Sn97oSyP_s5m-jjZiLfP6kmSajd3849dna-Uw77s3sVBg |
|
- type: loss |
|
value: 2.9468588829040527 |
|
name: loss |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzhmODMwMDM2ZDFmNTMzZmFjMmJjMGQ0MmQzMDcyMmFiNmFjMzBhY2RjMTI1MDhiMjI4NTEyYWFlYTNlMzE0ZSIsInZlcnNpb24iOjF9.PHX9VAAgiUGOR8Uxuam4otU65hIzW6hBapaf1KY8o1FDfaoHWAKbSnpjZ3nXKYYeVV6LyGRny_7RdRbbbM8LAA |
|
- type: gen_len |
|
value: 298.2593 |
|
name: gen_len |
|
verified: true |
|
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMGYzMDAzNTQyMzgxM2RhNjY3MDIyNGEyMWZjYmYyYmJlNWM3MTFkYzRjMDhkMmZhNDZiN2FhYTY3MGI2NDcxNyIsInZlcnNpb24iOjF9.ax3H6LohHUodVGhSMUWMZZZ-bCTXHEaGpK4jXuOdZkGsewYrX8fO1oRA0uDjACM-eceKFfVnMveHoU9EdMaeCA |
|
--- |
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# long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP14 |
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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) on the kmfoda/booksum dataset. |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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|
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The following hyperparameters were used during training: |
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- learning_rate: 0.0006 |
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- train_batch_size: 4 |
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- eval_batch_size: 1 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- gradient_accumulation_steps: 16 |
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- total_train_batch_size: 64 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: cosine |
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- lr_scheduler_warmup_ratio: 0.02 |
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- num_epochs: 2 |
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### Framework versions |
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|
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- Transformers 4.22.0 |
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- Pytorch 1.12.1 |
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- Datasets 2.4.0 |
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- Tokenizers 0.12.1 |
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