Add LaTa files
Browse files- README.md +47 -0
- config.json +28 -0
- flax_model.msgpack +3 -0
- pytorch_model.bin +3 -0
- tf_model.h5 +3 -0
- tokenizer.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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# LaTa
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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. LaTa is a T5-base sized, monolingual, encoder-decoder 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, AutoModelForConditionalGeneration
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tokenizer = AutoTokenizer.from_pretrained('bowphs/LaTa')
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model = AutoModelForConditionalGeneration.from_pretrained('bowphs/LaTa')
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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 lemmatization data from [EvaLatin 2022](https://universaldependencies.org/), LaTa achieves the following results:
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| Task | Classical | Cross-genre | Cross-time |
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|:--:|:--:|:--:|:--:|
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| |97.30|93.95|92.26|
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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/LaTa",
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"d_ff": 2048,
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"d_kv": 64,
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"d_model": 768,
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"decoder_start_token_id": 0,
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"dropout_rate": 0.1,
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"eos_token_id": 1,
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"feed_forward_proj": "gated-gelu",
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"gradient_checkpointing": false,
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"initializer_factor": 1.0,
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"is_encoder_decoder": true,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"num_decoder_layers": 12,
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"num_heads": 12,
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"num_layers": 12,
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"output_past": true,
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"pad_token_id": 0,
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"relative_attention_num_buckets": 32,
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"tie_word_embeddings": false,
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"transformers_version": "4.10.0",
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"use_cache": true,
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"vocab_size": 52103
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}
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flax_model.msgpack
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version https://git-lfs.github.com/spec/v1
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oid sha256:fc78634ed2ab333eb54f9b429fc9c5a71dac9f5515fae97be5a9995e34ed3014
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size 1113050015
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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:f47245357c65a6b6dfd9aa5ebdd84a1bccb458ebeb488bd4826a896c2f8a80c6
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size 1113160781
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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:d4830bfa8e7bd06f9a5f21269549dd8916a18e60132e7bdf2bc92ab4a9e7b483
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size 1113611600
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tokenizer.json
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