Add LaBerta files
Browse files- README.md +47 -0
- config.json +27 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +15 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +64 -0
- vocab.json +0 -0
README.md
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---
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language: la
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license: apache-2.0
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inference: false
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---
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# LaBerta
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The paper [Exploring Language Models for Classical Philology](https://todo.com) is the first effort to systematically provide state-of-the-art language models for Classical Philology. LaBerta is a RoBerta-base sized, monolingual, encoder-only variant.
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This model was trained on the [Corpus Corporum](https://mlat.uzh.ch/).
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Further information can be found in our paper or in our [GitHub repository](https://github.com/Heidelberg-NLP/ancient-language-models).
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## Usage
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```python
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from transformers import AutoTokenizer, AutoModelForMaskedLM
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tokenizer = AutoTokenizer.from_pretrained('bowphs/LaBerta')
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model = AutoModelForMaskedLM.from_pretrained('bowphs/LaBerta')
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```
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Please check out the awesome Hugging Face tutorials on how to fine-tune our models.
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## Evaluation Results
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When fine-tuned on PoS data from [EvaLatin 2022](https://universaldependencies.org/), LaBerta achieves the following results:
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| Task | Classical | Cross-genre | Cross-time |
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|:--:|:--:|:--:|:--:|
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| |98.11|96.73|93.33|
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## Contact
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If you have any questions or problems, feel free to [reach out](mailto:riemenschneider@cl.uni-heidelberg.de).
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## Citation
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```bibtex
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@incollection{riemenschneiderfrank:2023,
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address = "Toronto, Canada",
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author = "Riemenschneider, Frederick and Frank, Anette",
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booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL’23)",
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note = "to appear",
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pubType = "incollection",
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publisher = "Association for Computational Linguistics",
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title = "Exploring Large Language Models for Classical Philology",
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url = "https://arxiv.org/abs/2305.13698",
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year = "2023",
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key = "riemenschneiderfrank:2023"
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}
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```
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config.json
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{
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"_name_or_path": "bowphs/LaBerta",
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"architectures": [
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"RobertaForMaskedLM"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.19.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 52000
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}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:e93babb9f084940660a8944ea426369c83aedade99e9fa522a43502197037d3d
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size 504198571
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:3ca3758cf59d49e061470da4820636697aa40e8568c8f0f85c9bdee4b8b0fcbf
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size 665737936
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"bos_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"__type": "AddedToken",
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"errors": "replace",
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"mask_token": {
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"__type": "AddedToken",
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"name_or_path": "LaBerta-base/",
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"pad_token": {
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"__type": "AddedToken",
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"__type": "AddedToken",
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"special_tokens_map_file": "special_tokens_map.json",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": {
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"__type": "AddedToken",
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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vocab.json
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