CLUE Emotion Analysis Dataset 情感分析数据集
This dataset in data directory is emotion analysis corpus, with each sample annotated with one emotion label. The label set is like, happiness, sadness, anger, disgust, fear and surprise.
This dataset is from the following paper:
Minglei Li, Yunfei Long, Qin Lu, and Wenjie Li. “Emotion Corpus Construction Based on Selection from Hashtags.” In Proceedings of International Conference on Language Resources and Evaluation (LREC). Portorož, Slovenia, 2016
The corpus statistics and lable distribution are as follows:
The train, valid and test set is split by the ratio of 8:1:1 and encoded in UTF-8.
Test results of different classification models on this dataset.
| Models | Accuracy | Parameters |
|---|---|---|
| BERT-base | 60.7% | Epoch 3, batch 32, max_seq_len 128 |
The code is based on the original CLUE source code, which is based on the original Google BERT code, and the pre-trained language model is BERT Base Chinese version.
tensorflow 1.12
cd models/bert
./run_classifier_emotion.sh