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--- |
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license: apache-2.0 |
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base_model: google/flan-t5-base |
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tags: |
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- generated_from_trainer |
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metrics: |
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- bleu |
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model-index: |
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- name: flan-t5-base-eng-hwp |
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results: [] |
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language: |
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- en |
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- hwc |
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library_name: transformers |
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pipeline_tag: translation |
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widget: |
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- text: "translate English to Hawaiian Pidgin: We baked a cake today." |
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example_title: "Example 1" |
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- text: "translate English to Hawaiian Pidgin: My friend went shopping at Ala Moana yesterday." |
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example_title: "Example 2" |
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--- |
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# English-Hawaiian Pidgin Translator | flan-t5-base-eng-hwp |
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This model is a fine-tuned version of [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) on a English and Hawaiian Pidgin dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 1.5058 |
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- Bleu: 4.9532 |
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- Gen Len: 18.8709 |
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## Model description |
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### Running the model |
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The [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) documentation has more details on running the model. |
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However, to use this model to translate English to Hawaiian Pidgin, enter ``"translate English to Hawaiian Pidgin: "`` before your statement. |
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For example, if you would like to translate "I went to Ala Moana today to go shopping" please tokenize all of the following: ``"translate English to Hawaiian Pidgin: I went to Ala Moana today to go shopping."`` |
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If you are trying the [English-Hawaiian Pidgin Translator](https://huggingface.co/spaces/claudiatang/english_to_hawaiian-pidgin) space, there is no need for the input prefix, as it is automatically added. |
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## Training and evaluation data |
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There are not many English-Hawaiian Pidgin parallel corpora that are easily accessible. A parallel dataset, similar to [bible_para](https://huggingface.co/datasets/bible_para), was compiled by scraping the Hawaiʻi Pidgin Version (HWP) and the King James Version (KJV) from [biblegateway.com](https://www.biblegateway.com/). For more information, refer to [`get_data.ipynb`](https://github.com/claudiatang-git/english-hawaiian-pidgin-translator/blob/main/get_data.ipynb). |
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## Intended uses & limitations |
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Due to a limited set of training and evaluation data, this model has many limitations, such as not knowing certain Hawaiian Pidgin phrases or having trouble with longer sentences. |
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## Training procedure |
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For more information regarding training, refer to [`finetune_FLAN_T5.ipynb`](https://github.com/claudiatang-git/english-hawaiian-pidgin-translator/blob/main/finetune_FLAN_T5.ipynb). |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 0.0003 |
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- train_batch_size: 16 |
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- eval_batch_size: 16 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 12 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len | |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:| |
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| No log | 1.0 | 420 | 1.6158 | 3.6321 | 18.892 | |
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| 2.1318 | 2.0 | 840 | 1.4711 | 4.19 | 18.8743 | |
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| 1.5146 | 3.0 | 1260 | 1.4193 | 4.3921 | 18.8608 | |
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| 1.2936 | 4.0 | 1680 | 1.3936 | 4.5268 | 18.8363 | |
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| 1.1403 | 5.0 | 2100 | 1.4030 | 4.6813 | 18.8608 | |
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| 1.0284 | 6.0 | 2520 | 1.4078 | 4.8234 | 18.8684 | |
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| 1.0284 | 7.0 | 2940 | 1.4192 | 4.8126 | 18.8709 | |
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| 0.9196 | 8.0 | 3360 | 1.4303 | 4.8599 | 18.87 | |
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| 0.8459 | 9.0 | 3780 | 1.4506 | 4.7802 | 18.8599 | |
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| 0.7884 | 10.0 | 4200 | 1.4757 | 4.8895 | 18.8785 | |
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| 0.739 | 11.0 | 4620 | 1.4945 | 4.9126 | 18.8759 | |
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| 0.7083 | 12.0 | 5040 | 1.5058 | 4.9532 | 18.8709 | |
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### Framework versions |
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- Transformers 4.34.1 |
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- Pytorch 2.1.0+cu118 |
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- Datasets 2.14.6 |
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- Tokenizers 0.14.1 |
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## Resources |
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- Christodouloupoulos, C., & Steedman, M. (2014). A massively parallel corpus: the Bible in 100 languages. Language Resources and Evaluation, 49(2), 375–395. https://doi.org/10.1007/s10579-014-9287-y |
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- Chung, H. W., Hou, L., Longpre, S., Zoph, B., Tay, Y., Fedus, W., … Wei, J. (2022). _Scaling Instruction-Finetuned Language Models._ doi:10.48550/ARXIV.2210.11416 |
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- _Hawaii Pidgin_. (2017). Wycliffe. https://www.biblegateway.com/versions/Hawaii-Pidgin-HWP/ (Original work published 2000) |
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- _King James Bible_. (2017). BibleGateway.com. https://www.biblegateway.com/versions/king-james-version-kjv-bible/ (Original work published 1769) |
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- T5. (n.d.). Huggingface.co. https://huggingface.co/docs/transformers/model_doc/t5 |
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- Translation. (n.d.). Huggingface.co. Retrieved October 18, 2023, from https://huggingface.co/docs/transformers/tasks/translation |
