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t-lstm's Introduction

2020年毕业设计

基于语义理解的事件真实性预测

Datasets/数据集

FACTBANK UW UDS_IH2 MEANTIME

Unified Datasets Tool/统一数据处理工具

工具 论文 需要:python2.7

Baseline/基线模型

https://arxiv.org/pdf/1804.02472.pdf
https://arxiv.org/pdf/1907.03227.pdf

T-LSTM/触发状态长短期记忆网络

通过拓展lstm视野域,加入通过GCN提取的trigger-state。
事件真实性预测回归架构

Experiment/实验

预处理

torchtext glove-42b-300d
transformers bert-large-base

环境

linux 16.04
4*titan xp
python 3.6
pytorch 1.4 cuda10.1

Hyperparameter optimization/超参数优化

工具:NNI

Tuner/调优器

Tree-structured Parzen Estimator

Assessor/评估器

Curve Fitting Assessor

模型优点

  • [✓] 线性迭代+树形结构
  • [✓] 长依赖关系+语义融合

实验结果

  • [✓] MAE+R 指标表现优良

t-lstm's People

Contributors

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Forkers

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t-lstm's Issues

FileNotFoundError: [Errno 2] No such file or directory: './unified/uds/uds_bert/text_list_emb_self.npy'

Hi, bro. Thank u for re-implementing Veyseh et al. (2019)'s network, it's a great work! I'm working on the EFP task too.
when I tried to use
python save_uds_utils.py
python BERT-THREE-PARSER.py
I got an error like the issue title above. Otherwise, there are some files missing, such as: Baseline_trans, Graph2eep, Graph2eepemb and so on. I'm new at this and want to rerun the project. How do I fix it?

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