long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13
Evaluating some metric results before merging with the "main" wip version
This model is a fine-tuned version of pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP12 on the kmfoda/booksum
.
The "base" checkpoint that I update when a training session is productive is here
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: 0.0006
- train_batch_size: 2
- eval_batch_size: 1
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 64
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 1.1
Framework versions
- Transformers 4.21.2
- Pytorch 1.10.0+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1
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Dataset used to train pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13
Evaluation results
- ROUGE-1 on samsumtest set verified24.410
- ROUGE-2 on samsumtest set verified5.003
- ROUGE-L on samsumtest set verified17.254
- ROUGE-LSUM on samsumtest set verified20.918
- loss on samsumtest set verified3.195
- gen_len on samsumtest set verified58.995
- ROUGE-1 on billsumtest set verified37.365
- ROUGE-2 on billsumtest set verified12.332
- ROUGE-L on billsumtest set verified22.075
- ROUGE-LSUM on billsumtest set verified31.168
- loss on billsumtest set verified2.745
- gen_len on billsumtest set verified157.313
- ROUGE-1 on xsumtest set verified18.297
- ROUGE-2 on xsumtest set verified2.681
- ROUGE-L on xsumtest set verified11.945
- ROUGE-LSUM on xsumtest set verified14.212
- loss on xsumtest set verified4.837
- gen_len on xsumtest set verified96.258
- ROUGE-1 on launch/gov_reporttest set verified37.361
- ROUGE-2 on launch/gov_reporttest set verified8.694
- ROUGE-L on launch/gov_reporttest set verified17.911
- ROUGE-LSUM on launch/gov_reporttest set verified33.802
- loss on launch/gov_reporttest set verified3.497
- gen_len on launch/gov_reporttest set verified243.345
- ROUGE-1 on kmfoda/booksumtest set verified35.204
- ROUGE-2 on kmfoda/booksumtest set verified5.746
- ROUGE-L on kmfoda/booksumtest set verified15.679
- ROUGE-LSUM on kmfoda/booksumtest set verified32.113
- loss on kmfoda/booksumtest set verified2.945
- gen_len on kmfoda/booksumtest set verified307.549