Message Passing Attention Networks for Document Understanding

Graph neural networks have recently emerged as a very effective framework for processing graph-structured data. These models have achieved state-of-the-art performance in many tasks... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Document Classification BBCSport MPAD-path Accuracy 99.59 # 1
Text Classification IMDb MPAD-path Accuracy (2 classes) 91.84 # 9
Accuracy (10 classes) - # 3
Document Classification MPQA MPAD-path Accuracy 89.81 # 1
Document Classification Reuters-21578 MPAD-path Accuracy 97.44 # 1
Sentiment Analysis SST-2 Binary classification MPAD-path Accuracy 87.75 # 52
Sentiment Analysis SST-5 Fine-grained classification MPAD-path Accuracy 49.68 # 15
Text Classification TREC-6 MPAD-path Error 6.2 # 10

Methods used in the Paper


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