|
| Author(s) | Research technique(s) | Data set |
|
| Huang et al., 2021 [15] | BERT, graph attention network (GAT) | New York Times (NYT) data set. CNN/Daily Mail data set. |
| G. N. H, R et al., 2021 [33] | TF-IDF, combining adjectives | TripAdvisor website |
| Approach et al., 2021 [41] | Transformer, attention mechanism | IMDB Large Movie Review data set |
| Peng Cui et al., 2020 [14] | BERT, joint neural network model (NTM) graph attention network (GAT) | New York Times (NYT) data set. |
| CNN/Daily Mail data set. |
| PubMed and ArXiv data sets. |
|
| Wang et al., 2020 [9] | CNN + BiLSTM encoders, TF-ID, heterogeneous graph attention network | New York Times (NYT) data set |
| CNN/Daily Mail data set |
| Multi-News data set |
|
| Hernandez et al., 2020 [31] | LDA latent Dirichlet allocation, TF-IDF, N-Grams, clustering | DUC 2002 data set |
| Anand et al., 2019 [27] | Feed-forward neural network. | Indian supreme court judgment document |
| Zhou et al., 2018 [11] | RNN, encoder-decoder architecture. | CNN/Daily Mail data set |
| Khan et al., 2019 [32] | TF-IDF, K-means clustering | News headlines data set |
| Xu et al., 2019 [13] | BERT, RST graph, Coreference graph, graph convolution network | New York Times (NYT) data set |
| CNN/Daily Mail data set |
|
| Narayan et al., 2020 [35] | Structured transformer model | CNN/Daily Mail data set |
| Liu et al., 2019 [44] | BERT + LSTM, BERT + Transformer | New York Times (NYT) data set |
| CNN/Daily Mail data set |
|
| Liu and Lapata et al., 2019 [7] | BERT + Transformer model, encoder-decoder framework | New York Times (NYT) data set |
| CNN/Daily Mail data set |
| XSum data set |
|
| Linmei Hu et al., 2019 [45] | Semi-supervised, heterogeneous graph attention network, dual-level attention mechanism | AGNews data set |
| Snippets data set |
| Ohsumed data set |
| TagMyNews data set |
| PTE data set |
| TextGCN data set |
| HAN data set |
|
| Jiacheng Xu et al., 2019 [46] | BiLSTM, convolution neural network (CNN), feed-forward neural network (FFNN) | New York Times (NYT) data set |
| CNN/Daily Mail data set |
|
| Zhang et al., 2018 [36] | Unsupervised method, BERT + Transformer | New York Times (NYT) data set |
| CNN/Daily Mail data set |
|
| Nallapati et al., 2016 [28] | RNN classifier-based framework | DUC 2002 data set |
| CNN/Daily Mail data set |
|
