Add PhilBerta files
Browse files- README.md +57 -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 +15 -0
- vocab.json +0 -0
README.md
ADDED
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
language:
|
3 |
+
- multilingual
|
4 |
+
- grc
|
5 |
+
- en
|
6 |
+
- la
|
7 |
+
license: apache-2.0
|
8 |
+
inference: false
|
9 |
+
---
|
10 |
+
# PhilBerta
|
11 |
+
|
12 |
+
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. PhilBerta is a RoBerta-base sized, multilingual, encoder-only variant.
|
13 |
+
|
14 |
+
This model was trained using data from the [Open Greek & Latin Project](https://opengreekandlatin.org/), the CLARIN corpus [Greek Medieval Texts](https://inventory.clarin.gr/corpus/890), the [Patrologia Graeca](https://patristica.net/graeca/), the [Corpus Corporum](https://mlat.uzh.ch/), and [Project Gutenberg](https://www.gutenberg.org/).
|
15 |
+
|
16 |
+
Further information can be found in our paper or in our [GitHub repository](https://github.com/Heidelberg-NLP/ancient-language-models).
|
17 |
+
|
18 |
+
## Usage
|
19 |
+
```python
|
20 |
+
from transformers import AutoTokenizer, AutoModelForMaskedLM
|
21 |
+
|
22 |
+
tokenizer = AutoTokenizer.from_pretrained('bowphs/PhilBerta')
|
23 |
+
model = AutoModelForMaskedLM.from_pretrained('bowphs/PhilBerta')
|
24 |
+
```
|
25 |
+
Please check out the awesome Hugging Face tutorials on how to fine-tune our models.
|
26 |
+
|
27 |
+
## Evaluation Results
|
28 |
+
When fine-tuned on data from [Universal Dependencies 2.10](https://universaldependencies.org/), PhilBerta achieves the following results on the Ancient Greek Perseus dataset:
|
29 |
+
|
30 |
+
| Task | XPoS | UPoS | UAS | LAS |
|
31 |
+
|:--:|:--:|:--:|:--:|:--:|
|
32 |
+
| |95.60|90.41|86.99|82.69|
|
33 |
+
|
34 |
+
When fine-tuned on PoS data from [EvaLatin 2022](https://universaldependencies.org/), it achieves the following results:
|
35 |
+
|
36 |
+
| Task | Classical | Cross-genre | Cross-time |
|
37 |
+
|:--:|:--:|:--:|:--:|
|
38 |
+
| |98.23|96.59|93.25|
|
39 |
+
|
40 |
+
## Contact
|
41 |
+
If you have any questions or problems, feel free to [reach out](mailto:[email protected]).
|
42 |
+
|
43 |
+
## Citation
|
44 |
+
```bibtex
|
45 |
+
@incollection{riemenschneiderfrank:2023,
|
46 |
+
address = "Toronto, Canada",
|
47 |
+
author = "Riemenschneider, Frederick and Frank, Anette",
|
48 |
+
booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL’23)",
|
49 |
+
note = "to appear",
|
50 |
+
pubType = "incollection",
|
51 |
+
publisher = "Association for Computational Linguistics",
|
52 |
+
title = "Exploring Large Language Models for Classical Philology",
|
53 |
+
url = "https://arxiv.org/abs/2305.13698",
|
54 |
+
year = "2023",
|
55 |
+
key = "riemenschneiderfrank:2023"
|
56 |
+
}
|
57 |
+
```
|
config.json
ADDED
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "bowphs/PhilBerta",
|
3 |
+
"architectures": [
|
4 |
+
"RobertaForMaskedLM"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"classifier_dropout": null,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"hidden_act": "gelu",
|
11 |
+
"hidden_dropout_prob": 0.1,
|
12 |
+
"hidden_size": 768,
|
13 |
+
"initializer_range": 0.02,
|
14 |
+
"intermediate_size": 3072,
|
15 |
+
"layer_norm_eps": 1e-05,
|
16 |
+
"max_position_embeddings": 514,
|
17 |
+
"model_type": "roberta",
|
18 |
+
"num_attention_heads": 12,
|
19 |
+
"num_hidden_layers": 12,
|
20 |
+
"pad_token_id": 1,
|
21 |
+
"position_embedding_type": "absolute",
|
22 |
+
"torch_dtype": "float32",
|
23 |
+
"transformers_version": "4.19.0",
|
24 |
+
"type_vocab_size": 1,
|
25 |
+
"use_cache": true,
|
26 |
+
"vocab_size": 64000
|
27 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6cd44851835633320bee0a1af581f5d856f7a45edcf09344e3c20e03e99fa664
|
3 |
+
size 541110571
|
special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": "<s>",
|
3 |
+
"cls_token": "<s>",
|
4 |
+
"eos_token": "</s>",
|
5 |
+
"mask_token": {
|
6 |
+
"content": "<mask>",
|
7 |
+
"lstrip": true,
|
8 |
+
"normalized": false,
|
9 |
+
"rstrip": false,
|
10 |
+
"single_word": false
|
11 |
+
},
|
12 |
+
"pad_token": "<pad>",
|
13 |
+
"sep_token": "</s>",
|
14 |
+
"unk_token": "<unk>"
|
15 |
+
}
|
tf_model.h5
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:15618e7003d5c184749d58ba6542ebf04ef4fa1159461b29f32e685d6b6e3f59
|
3 |
+
size 739513936
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"bos_token": "<s>",
|
4 |
+
"cls_token": "<s>",
|
5 |
+
"eos_token": "</s>",
|
6 |
+
"errors": "replace",
|
7 |
+
"mask_token": "<mask>",
|
8 |
+
"name_or_path": "homerberta-pt",
|
9 |
+
"pad_token": "<pad>",
|
10 |
+
"sep_token": "</s>",
|
11 |
+
"special_tokens_map_file": null,
|
12 |
+
"tokenizer_class": "RobertaTokenizer",
|
13 |
+
"trim_offsets": true,
|
14 |
+
"unk_token": "<unk>"
|
15 |
+
}
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|