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Browse files- README.md +50 -1
- added_tokens.json +1 -0
- bpe.codes +0 -0
- config.json +45 -0
- model.safetensors +3 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
README.md
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---
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-
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---
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---
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language:
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- en
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tags:
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- emotion-analysis
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---
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# Emotion Analysis in English
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## bertweet-base-emotion-analysis
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Repository: [https://github.com/finiteautomata/pysentimiento/](https://github.com/finiteautomata/pysentimiento/)
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Model trained with EmoEvent corpus for Emotion detection in English. Base model is [BerTweet](https://huggingface.co/vinai/bertweet-base).
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## License
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`pysentimiento` is an open-source library for non-commercial use and scientific research purposes only. Please be aware that models are trained with third-party datasets and are subject to their respective licenses.
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1. [TASS Dataset license](http://tass.sepln.org/tass_data/download.php)
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2. [SEMEval 2017 Dataset license]()
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## Citation
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If you use `pysentimiento` in your work, please cite [this paper](https://arxiv.org/abs/2106.09462)
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```
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@misc{perez2021pysentimiento,
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title={pysentimiento: A Python Toolkit for Sentiment Analysis and SocialNLP tasks},
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author={Juan Manuel Pérez and Juan Carlos Giudici and Franco Luque},
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year={2021},
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eprint={2106.09462},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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and also the dataset related paper
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```
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@inproceedings{del2020emoevent,
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title={EmoEvent: A multilingual emotion corpus based on different events},
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author={del Arco, Flor Miriam Plaza and Strapparava, Carlo and Lopez, L Alfonso Urena and Mart{\'\i}n-Valdivia, M Teresa},
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booktitle={Proceedings of the 12th Language Resources and Evaluation Conference},
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pages={1492--1498},
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year={2020}
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}
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```
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Enjoy! 🤗
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added_tokens.json
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{"<mask>": 64000}
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bpe.codes
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config.json
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{
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"_name_or_path": "vinai/bertweet-base",
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"architectures": [
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"RobertaForSequenceClassification"
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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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"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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"id2label": {
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"0": "others",
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"1": "joy",
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"2": "sadness",
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"3": "anger",
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"4": "surprise",
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"5": "disgust",
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"6": "fear"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"anger": 3,
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"disgust": 5,
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"fear": 6,
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"joy": 1,
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"others": 0,
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"sadness": 2,
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"surprise": 4
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 130,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"tokenizer_class": "BertweetTokenizer",
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"transformers_version": "4.6.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 64001
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:38bd6088ef2036d65cb99f80b54130e9d3a17f3a0b3c7f95c8f8c421fcdf9a98
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size 539646676
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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:cbb2a82fac7350eaa0baf9aa30fb9ebc9884cb9d6c48746ae6034e89771311dc
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size 539706835
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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": "<mask>"}
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tokenizer_config.json
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{"normalization": false, "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 128, "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": "vinai/bertweet-base"}
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vocab.txt
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