
This is a finetuned PhoBERT model for essay categories classification.
 
- At primary levels of education in Vietnam, students are introduced to 5 categories of essays: 
    - Argumentative - Nghị luận
    - Expressive    - Biểu cảm
    - Descriptive   - Miêu tả
    - Narrative     - Tự sự
    - Expository    - Thuyết minh
- This model will classify sentences into these 5 categories 

The general architecture and experimental results of PhoBERT can be found in  EMNLP-2020 Findings [paper](https://arxiv.org/abs/2003.00744):

    @article{phobert,
    title     = {{PhoBERT: Pre-trained language models for Vietnamese}},
    author    = {Dat Quoc Nguyen and Anh Tuan Nguyen},
    journal   = {Findings of EMNLP},
    year      = {2020}
    }
{"language": ["vi"], "tags": ["essay category", "text-classification"], "widget": [{"text": "C\u00e1i \u0111\u1ed3ng h\u1ed3 c\u1ee7a em cao h\u01a1n 30 cm. \u0110\u1ebf c\u1ee7a n\u00f3 \u0111\u01b0\u1ee3c l\u00e0m b\u1eb1ng i-n\u1ed1c s\u00e1ng lo\u00e1ng h\u00ecnh b\u1ea7u d\u1ee5c. Ch\u1ed7 d\u00e0i nh\u1ea5t c\u1ee7a \u0111\u1ebf v\u1eeba b\u1eb1ng gang tay c\u1ee7a em. Ch\u1ed7 r\u1ed9ng nh\u1ea5t b\u1eb1ng h\u01a1n n\u1eeda gang tay.", "example_title": "Descriptive - Mi\u00eau t\u1ea3"}, {"text": "Hi\u1ec7n nay, \u0111\u1ea1i d\u1ecbch Covid-19 di\u1ec5n bi\u1ebfn ng\u00e0y m\u1ed9t ph\u1ee9c t\u1ea1p, n\u00f3 khi\u1ebfn n\u1ec1n kinh t\u1ebf tr\u00ec tr\u1ec7, cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi ho\u00e0n to\u00e0n x\u00e1o tr\u1ed9n v\u00e0 lu\u00f4n \u1edf tr\u1ea1ng th\u00e1i lo ng\u1ea1i... v\u00e0 c\u00f9ng v\u1edbi \u0111\u00f3 ch\u00ednh l\u00e0 vi\u1ec7c h\u1ecdc sinh - sinh vi\u00ean kh\u00f4ng th\u1ec3 t\u1edbi tr\u01b0\u1eddng. M\u1ed9t trong nh\u1eefng \u0111i\u1ec1u \u0111\u00e1ng lo ng\u1ea1i nh\u1ea5t khi t\u00ecnh h\u00ecnh d\u1ecbch b\u1ec7nh kh\u00f4ng bi\u1ebft bao gi\u1edd m\u1edbi \u1ed5n \u0111\u1ecbnh.", "example_title": "Argumentative - Ngh\u1ecb lu\u1eadn"}, {"text": "C\u1ea5u t\u1ea1o c\u1ee7a chi\u1ebfc k\u00ednh g\u1ed3m hai b\u1ed9 ph\u1eadn ch\u00ednh l\u00e0 g\u1ecdng k\u00ednh v\u00e0 m\u1eaft k\u00ednh. G\u1ecdng k\u00ednh \u0111\u01b0\u1ee3c l\u00e0m b\u1eb1ng nh\u1ef1a cao c\u1ea5p ho\u1eb7c kim lo\u1ea1i qu\u00fd. G\u1ecdng k\u00ednh chia l\u00e0m hai ph\u1ea7n: ph\u1ea7n khung \u0111\u1ec3 l\u1eafp m\u1eaft k\u00ednh v\u00e0 ph\u1ea7n g\u1ecdng \u0111\u1ec3 \u0111eo v\u00e0o tai, n\u1ed1i v\u1edbi nhau b\u1edfi c\u00e1c \u1ed1c v\u00edt nh\u1ecf, c\u00f3 th\u1ec3 m\u1edf ra, g\u1eadp l\u1ea1i d\u1ec5 d\u00e0ng. Ch\u1ea5t li\u1ec7u \u0111\u1ec3 l\u00e0m m\u1eaft k\u00ednh l\u00e0 nh\u1ef1a ho\u1eb7c th\u1ee7y tinh trong su\u1ed1t. G\u1ecdng k\u00ednh v\u00e0 m\u1eaft k\u00ednh c\u00f3 nhi\u1ec1u h\u00ecnh d\u00e1ng, m\u00e0u s\u1eafc kh\u00e1c nhau.", "example_title": "Expository - Thuy\u1ebft minh"}, {"text": "Em y\u00eau qu\u00fd \u0111\u00e0o v\u00ec n\u00f3 l\u00e0 lo\u00e0i c\u00e2y \u0111\u1eb7c tr\u01b0ng c\u1ee7a mi\u1ec1n B\u1eafc v\u00e0o T\u1ebft \u0111\u1ebfn xu\u00e2n sang. \u0110\u00e0o b\u00ecnh d\u1ecb nh\u01b0ng g\u1eafn li\u1ec1n v\u1edbi tu\u1ed5i th\u01a1 em n\u1ed3ng n\u00e0n. Tu\u1ed5i th\u01a1 \u0111\u00e3 t\u1eebng khao kh\u00e1t nh\u00e0 c\u00f3 m\u1ed9t c\u00e2y \u0111\u00e0o m\u1ed9c m\u1ea1c \u0111\u1ec3 h\u00e1o h\u1ee9c vui t\u01b0\u01a1i trong ng\u00e0y T\u1ebft.", "example_title": "Expressive - Bi\u1ec3u c\u1ea3m"}, {"text": "H\u1eafn v\u1eeba \u0111i v\u1eeba ch\u1eedi. Bao gi\u1edd c\u0169ng th\u1ebf, c\u1ee9 r\u01b0\u1ee3u xong l\u00e0 h\u1eafn ch\u1eedi. B\u1eaft \u0111\u1ea7u ch\u1eedi tr\u1eddi, c\u00f3 h\u1ec1 g\u00ec? Tr\u1eddi c\u00f3 c\u1ee7a ri\u00eang nh\u00e0 n\u00e0o? R\u1ed3i h\u1eafn ch\u1eedi \u0111\u1eddi. Th\u1ebf c\u0169ng ch\u1eb3ng sao: \u0110\u1eddi l\u00e0 t\u1ea5t c\u1ea3 nh\u01b0ng c\u0169ng ch\u1eb3ng l\u00e0 ai.", "example_title": "Narrative - T\u1ef1 s\u1ef1"}]}
transformers pytorch roberta text-classification essay category vi arxiv:2003.00744 autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #roberta #text-classification #essay category #vi #arxiv-2003.00744 #autotrain_compatible #endpoints_compatible #region-us 


This is a finetuned PhoBERT model for essay categories classification.
 
- At primary levels of education in Vietnam, students are introduced to 5 categories of essays: 
    - Argumentative - Nghị luận
    - Expressive    - Biểu cảm
    - Descriptive   - Miêu tả
    - Narrative     - Tự sự
    - Expository    - Thuyết minh
- This model will classify sentences into these 5 categories 

The general architecture and experimental results of PhoBERT can be found in  EMNLP-2020 Findings paper:

    @article{phobert,
    title     = {{PhoBERT: Pre-trained language models for Vietnamese}},
    author    = {Dat Quoc Nguyen and Anh Tuan Nguyen},
    journal   = {Findings of EMNLP},
    year      = {2020}
    }
TAGS
#transformers #pytorch #roberta #text-classification #essay category #vi #arxiv-2003.00744 #autotrain_compatible #endpoints_compatible #region-us 

passage: TAGS
#transformers #pytorch #roberta #text-classification #essay category #vi #arxiv-2003.00744 #autotrain_compatible #endpoints_compatible #region-us 
