From 79e2581304b9d730d1d0568dde8604ffeb1c9da8 Mon Sep 17 00:00:00 2001 From: xxl <505279206@qq.com> Date: Wed, 13 Nov 2024 11:37:47 +0800 Subject: [PATCH] first commit --- README.md | 80 +- added_tokens.json | 1 + config.json | 26 + flax_model.msgpack | 3 + pytorch_model.bin | 3 + special_tokens_map.json | 1 + tf_model.h5 | 3 + tokenizer.json | 1 + tokenizer_config.json | 1 + vocab.txt | 21128 ++++++++++++++++++++++++++++++++++++++ 10 files changed, 21245 insertions(+), 2 deletions(-) create mode 100644 added_tokens.json create mode 100644 config.json create mode 100644 flax_model.msgpack create mode 100644 pytorch_model.bin create mode 100644 special_tokens_map.json create mode 100644 tf_model.h5 create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.txt diff --git a/README.md b/README.md index 414fdb2..d10b1c1 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,79 @@ -# chinese-macbert-base_a13579925049700352699566 +--- +language: +- zh +tags: +- bert +license: "apache-2.0" +--- +

+
+ +
+

+

+ + GitHub + +

-chinese-macbert-base \ No newline at end of file +# Please use 'Bert' related functions to load this model! + +This repository contains the resources in our paper **"Revisiting Pre-trained Models for Chinese Natural Language Processing"**, which will be published in "[Findings of EMNLP](https://2020.emnlp.org)". You can read our camera-ready paper through [ACL Anthology](#) or [arXiv pre-print](https://arxiv.org/abs/2004.13922). + +**[Revisiting Pre-trained Models for Chinese Natural Language Processing](https://arxiv.org/abs/2004.13922)** +*Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu* + +You may also interested in, +- Chinese BERT series: https://github.com/ymcui/Chinese-BERT-wwm +- Chinese ELECTRA: https://github.com/ymcui/Chinese-ELECTRA +- Chinese XLNet: https://github.com/ymcui/Chinese-XLNet +- Knowledge Distillation Toolkit - TextBrewer: https://github.com/airaria/TextBrewer + +More resources by HFL: https://github.com/ymcui/HFL-Anthology + +## Introduction +**MacBERT** is an improved BERT with novel **M**LM **a**s **c**orrection pre-training task, which mitigates the discrepancy of pre-training and fine-tuning. + +Instead of masking with [MASK] token, which never appears in the fine-tuning stage, **we propose to use similar words for the masking purpose**. A similar word is obtained by using [Synonyms toolkit (Wang and Hu, 2017)](https://github.com/chatopera/Synonyms), which is based on word2vec (Mikolov et al., 2013) similarity calculations. If an N-gram is selected to mask, we will find similar words individually. In rare cases, when there is no similar word, we will degrade to use random word replacement. + +Here is an example of our pre-training task. +| | Example | +| -------------- | ----------------- | +| **Original Sentence** | we use a language model to predict the probability of the next word. | +| **MLM** | we use a language [M] to [M] ##di ##ct the pro [M] ##bility of the next word . | +| **Whole word masking** | we use a language [M] to [M] [M] [M] the [M] [M] [M] of the next word . | +| **N-gram masking** | we use a [M] [M] to [M] [M] [M] the [M] [M] [M] [M] [M] next word . | +| **MLM as correction** | we use a text system to ca ##lc ##ulate the po ##si ##bility of the next word . | + +Except for the new pre-training task, we also incorporate the following techniques. + +- Whole Word Masking (WWM) +- N-gram masking +- Sentence-Order Prediction (SOP) + +**Note that our MacBERT can be directly replaced with the original BERT as there is no differences in the main neural architecture.** + +For more technical details, please check our paper: [Revisiting Pre-trained Models for Chinese Natural Language Processing](https://arxiv.org/abs/2004.13922) + + +## Citation +If you find our resource or paper is useful, please consider including the following citation in your paper. +- https://arxiv.org/abs/2004.13922 +``` +@inproceedings{cui-etal-2020-revisiting, + title = "Revisiting Pre-Trained Models for {C}hinese Natural Language Processing", + author = "Cui, Yiming and + Che, Wanxiang and + Liu, Ting and + Qin, Bing and + Wang, Shijin and + Hu, Guoping", + booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings", + month = nov, + year = "2020", + address = "Online", + publisher = "Association for Computational Linguistics", + url = "https://www.aclweb.org/anthology/2020.findings-emnlp.58", + pages = "657--668", +} +``` \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 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