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license: apache-2.0 | |
tags: | |
- generated_from_trainer | |
datasets: | |
- summarize_from_feedback | |
metrics: | |
- rouge | |
model-index: | |
- name: flan-t5-large-finetuned-openai-summarize_from_feedback | |
results: | |
- task: | |
name: Sequence-to-sequence Language Modeling | |
type: text2text-generation | |
dataset: | |
name: summarize_from_feedback | |
type: summarize_from_feedback | |
config: comparisons | |
split: train | |
args: comparisons | |
metrics: | |
- name: Rouge1 | |
type: rouge | |
value: 30.2401 | |
- name: Rouge2 | |
type: rouge | |
value: 11.4916 | |
- name: RougeL | |
type: rouge | |
value: 24.6485 | |
- name: RougeLSum | |
type: rouge | |
value: 26.1801 | |
pipeline_tag: summarization | |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You | |
should probably proofread and complete it, then remove this comment. --> | |
# flan-t5-large-finetuned-openai-summarize_from_feedback | |
This model is a fine-tuned version of [google/flan-t5-large](https://huggingface.co/google/flan-t5-large) on the summarize_from_feedback dataset. | |
It achieves the following results on the evaluation set: | |
- Loss: 2.3118 | |
- Rouge1: 30.2401 | |
- Rouge2: 11.4916 | |
- Rougel: 24.6485 | |
- Rougelsum: 26.1801 | |
- Gen Len: 18.8428 | |
## 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: 5e-05 | |
- train_batch_size: 16 | |
- eval_batch_size: 32 | |
- seed: 42 | |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
- lr_scheduler_type: linear | |
- num_epochs: 6 | |
### Training results | |
See [Tensorboard](https://huggingface.co/mrm8488/flan-t5-large-finetuned-openai-summarize_from_feedback/tensorboard) | |
### Citation | |
``` | |
@misc {manuel_romero_2023, | |
author = { {Manuel Romero} }, | |
title = { flan-t5-large-finetuned-openai-summarize_from_feedback (Revision 51666f9) }, | |
year = 2023, | |
url = { https://huggingface.co/mrm8488/flan-t5-large-finetuned-openai-summarize_from_feedback }, | |
doi = { 10.57967/hf/0266 }, | |
publisher = { Hugging Face } | |
} | |
``` | |
### Framework versions | |
- Transformers 4.25.1 | |
- Pytorch 1.13.0+cu116 | |
- Datasets 2.8.0 | |
- Tokenizers 0.13.2 |