Aspect-Sentiment-Multiple-Opinion Triplet Extraction (NLPCC 2021)

Related tags

Deep Learning ASMOTE
Overview

The code and data for the paper "Aspect-Sentiment-Multiple-Opinion Triplet Extraction"

Requirements

  • Python 3.6.8
  • torch==1.2.0
  • pytorch-transformers==1.1.0
  • allennlp==0.9.0

Instructions:

. Before excuting the following commands, replace glove.840B.300d.txt(http://nlp.stanford.edu/data/wordvecs/glove.840B.300d.zip), bert-base-uncased.tar.gz(https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-uncased.tar.gz) and vocab.txt(https://s3.amazonaws.com/models.huggingface.co/bert/bert-base-uncased-vocab.txt) with the corresponding absolute paths in your computer.

ASMOTE

ATE

scripts/ate.asmote-data.multi_run.sh

TOWE

scripts/towe.asmote-data.multi_run.sh

TOWE inference

scripts/towe.asmote-data.multi_run.predict.sh

ATSA

scripts/atsa.asmote-data.multi_run.sh

AGF

scripts/asmote.asmote-data.multi_run.sh

AGF inference

scripts/asmote.asmote-data.multi_run.predict_test.sh

evaluate

scripts/evaluate.sh

Citation

@inproceedings{wang2021aspect,
  title={Aspect-Sentiment-Multiple-Opinion Triplet Extraction},
  author={Wang, Fang and Li, Yuncong and Zhong, Sheng-hua and Yin, Cunxiang and He, Yancheng},
  booktitle={CCF International Conference on Natural Language Processing and Chinese Computing},
  pages={583--594},
  year={2021},
  organization={Springer}
}
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Comments
  • 关于中文Aspect-Opinion的抽取

    关于中文Aspect-Opinion的抽取

    打扰了！想请教下博主，关于aspect-opinion pair的抽取或者是aspect-opinion-sentiment三元组的抽取有啥中文数据集吗？目前找了一圈，发现给定一些固定的category然后预测极性，或者是抽取aspect并给出极性这样的中文数据集比较多，而同时涉及到aspect和opinion抽取的中文数据集没咋注意到过。

    opened by nxznm 2
Owner
慢半拍
练拳不练功，到老一场空
慢半拍
GitHub https://arxiv.org/abs/2110.07303
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