hfl-rc
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Commit
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Parent(s):
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update model
Browse files- README.md +40 -0
- config.json +29 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +1 -0
- tf_model.h5 +3 -0
- tokenizer_config.json +1 -0
README.md
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---
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language:
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- zh
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- bo
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- kk
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- ko
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- mn
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- ug
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- yue
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license: "apache-2.0"
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---
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## CINO: Pre-trained Language Models for Chinese Minority Languages(中国少数民族预训练模型)
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Multilingual Pre-trained Language Model, such as mBERT, XLM-R, provide multilingual and cross-lingual ability for language understanding.
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We have seen rapid progress on building multilingual PLMs in recent year.
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However, there is a lack of contributions on building PLMs on Chines minority languages, which hinders researchers from building powerful NLP systems.
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To address the absence of Chinese minority PLMs, Joint Laboratory of HIT and iFLYTEK Research (HFL) proposes CINO (Chinese-miNOrity pre-trained language model), which is built on XLM-R with additional pre-training using Chinese minority corpus, such as
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- Chinese,中文(zh)
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- Tibetan,藏语(bo)
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- Mongolian (Uighur form),蒙语(mn)
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- Uyghur,维吾尔语(ug)
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- Kazakh (Arabic form),哈萨克语(kk)
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- Korean,朝鲜语(ko)
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- Zhuang,壮语
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- Cantonese,粤语(yue)
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Please read our GitHub repository for more details (Chinese): https://github.com/ymcui/Chinese-Minority-PLM
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You may also interested in,
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Chinese MacBERT: https://github.com/ymcui/MacBERT
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Chinese BERT series: https://github.com/ymcui/Chinese-BERT-wwm
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Chinese ELECTRA: https://github.com/ymcui/Chinese-ELECTRA
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Chinese XLNet: https://github.com/ymcui/Chinese-XLNet
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Knowledge Distillation Toolkit - TextBrewer: https://github.com/airaria/TextBrewer
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More resources by HFL: https://github.com/ymcui/HFL-Anthology
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config.json
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{
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"_name_or_path": "./",
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"architectures": [
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"XLMRobertaForMaskedLM"
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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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"gradient_checkpointing": false,
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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-05,
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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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": "4.15.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 135359
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:028717bbb109b3564e3d787d532d839ce1ff300c65117c757e30db03189c8fe9
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size 760610795
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:abec8706178924453be115cd2da858ef32de70ba60d0c10300822a732a868cf7
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size 2814898
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true}}
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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:e1cc8ebe9bbc6fa271dff8a67e81b26401cd22d8c74fc72b93f8632d4472dd57
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size 1178227684
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tokenizer_config.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "sp_model_kwargs": {}, "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": ".", "tokenizer_class": "XLMRobertaTokenizer"}
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