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ATN

ATN is the proposed model in ใ€ŠAttention Transfer Network for Aspect-level Sentiment Classificationใ€‹, which is accepted by Coling'2020.

Dependencies

  • python=3.5
  • numpy=1.14.2
  • tensorflow=1.9

Quick Start

Step1: pretrained (skip this step)

  • train(for example, you can use the folowing command to pre-train DSC model)
python pre_train.py
  • eval (at inference time, you can get attention scores)
python pre_train_eval.py

step2: transfer

  • Attention Guide
sh run_atn_guide.sh
  • Attention Fusion
sh run_atn_fusion.sh

Citation

@article{zhao2020attention,
  title={Attention Transfer Network for Aspect-level Sentiment Classification},
  author={Zhao, Fei and Wu, Zhen and Dai, Xinyu},
  journal={arXiv preprint arXiv:2010.12156},
  year={2020}
}

if you have any questions, please contact me [email protected].

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