ZJaume commited on
Commit
f6ebb15
1 Parent(s): 5252c4f

Full models v2.0

Browse files
.gitattributes CHANGED
@@ -32,3 +32,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
32
  *.zip filter=lfs diff=lfs merge=lfs -text
33
  *.zst filter=lfs diff=lfs merge=lfs -text
34
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
32
  *.zip filter=lfs diff=lfs merge=lfs -text
33
  *.zst filter=lfs diff=lfs merge=lfs -text
34
  *tfevents* filter=lfs diff=lfs merge=lfs -text
35
+ lm.* filter=lfs diff=lfs merge=lfs -text
36
+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
37
+ model.??-??.?? filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ - ar
5
+ - multilingual
6
+ license: cc-by-sa-4.0
7
+ tags:
8
+ - bicleaner-ai
9
+ tasks:
10
+ - text-classification
11
+ ---
12
+
13
+ # Bicleaner AI full model for en-ar
14
+ Bicleaner AI is a tool that aims at detecting noisy sentence pairs in a parallel corpus. It
15
+ indicates the likelihood of a pair of sentences being mutual translations (with a value near to 1) or not (with a value near to 0).
16
+ Sentence pairs considered very noisy are scored with 0.
17
+
18
+ Find out at our repository for further instructions on how to use it: https://github.com/bitextor/bicleaner-ai
config.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "bitextor/bicleaner-ai-full-en-ar",
3
+ "architectures": [
4
+ "XLMRBicleanerAI"
5
+ ],
6
+ "attention_probs_dropout_prob": 0.1,
7
+ "bos_token_id": 0,
8
+ "classifier_dropout": null,
9
+ "eos_token_id": 2,
10
+ "head_activation": "relu",
11
+ "head_dropout": 0.1,
12
+ "head_hidden_size": 2048,
13
+ "hidden_act": "gelu",
14
+ "hidden_dropout_prob": 0.1,
15
+ "hidden_size": 768,
16
+ "initializer_range": 0.02,
17
+ "intermediate_size": 3072,
18
+ "layer_norm_eps": 1e-05,
19
+ "max_position_embeddings": 514,
20
+ "model_type": "xlm-roberta",
21
+ "num_attention_heads": 12,
22
+ "num_hidden_layers": 12,
23
+ "output_past": true,
24
+ "pad_token_id": 1,
25
+ "position_embedding_type": "absolute",
26
+ "transformers_version": "4.26.0",
27
+ "type_vocab_size": 1,
28
+ "use_cache": true,
29
+ "vocab_size": 250002
30
+ }
metadata.yaml ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ bicleaner_ai_version: 2.1.1
2
+ precision_score: 0.811
3
+ recall_score: 0.835
4
+ f1_score: 0.822
5
+ matthews_corr_coef: 0.802
6
+ source_lang: en
7
+ target_lang: ar
8
+ source_lm: model.en-ar.en
9
+ target_lm: model.en-ar.ar
10
+ lm_type: CHARACTER
11
+ clean_mean_perp: -1.18565812349846
12
+ clean_stddev_perp: 0.1829979617309391
13
+ noisy_mean_perp: -3.9798848563400653
14
+ noisy_stddev_perp: 0.14996158559175474
15
+ classifier_type: xlmr
16
+ classifier_settings:
17
+ activation: relu
18
+ base_model: jplu/tf-xlm-roberta-base
19
+ batch_size: 96
20
+ calibration_params: [1.34098828, -0.24593145]
21
+ epochs: 15
22
+ loss: binary_crossentropy
23
+ maxlen: 150
24
+ model_name: bitextor/bicleaner-ai-full-en-ar
25
+ n_classes: 2
26
+ n_hidden: 2048
27
+ patience: 3
28
+ steps_per_epoch: 2000
29
+ warmup_steps: 1000
model.en-ar.ar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:975a661e779f3fb9f461e8cc9a6adb88dde58ae2cdef01d4ebb81f06801ce712
3
+ size 544538378
model.en-ar.en ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:690bdffdce959ecc6aab8b1ae3b1736cc574c4551ab517dbb6f60dfbef496e17
3
+ size 347553633
sentencepiece.bpe.model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
3
+ size 5069051
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": true,
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 sha256:7c2b314f6fc6787120e492462ba670f23024380b2b0f02a5fabe565781dbe4b2
3
+ size 1116401472
tokenizer.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:672b5602c725cafd47011e4e49d4b211fd746d0de2e8e187549f0324685987d0
3
+ size 17098332
tokenizer_config.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": "<s>",
3
+ "cls_token": "<s>",
4
+ "eos_token": "</s>",
5
+ "mask_token": {
6
+ "__type": "AddedToken",
7
+ "content": "<mask>",
8
+ "lstrip": true,
9
+ "normalized": true,
10
+ "rstrip": false,
11
+ "single_word": false
12
+ },
13
+ "model_max_length": 1000000000000000019884624838656,
14
+ "name_or_path": "jplu/tf-xlm-roberta-base",
15
+ "pad_token": "<pad>",
16
+ "sep_token": "</s>",
17
+ "sp_model_kwargs": {},
18
+ "special_tokens_map_file": null,
19
+ "tokenizer_class": "XLMRobertaTokenizer",
20
+ "unk_token": "<unk>"
21
+ }