Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity

8 Apr 2020Hamza HarkousIsabel GrovesAmir Saffari

End-to-end neural data-to-text (D2T) generation has recently emerged as an alternative to pipeline-based architectures. However, it has faced challenges in generalizing to new domains and generating semantically consistent text... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Data-to-Text Generation Cleaned E2E NLG Challenge DataTuner_FC BLEU 43.6 # 1
Data-to-Text Generation LDC2017T10 DataTuner_FC BLEU 37.7 # 1
Data-to-Text Generation ViGGO DataTuner_FC BLEU 53.6 # 1
Data-to-Text Generation WebNLG Full DataTuner_FC BLEU 52.4 # 5
Data-to-Text Generation WebNLG Full DATATUNER_NO_FC BLEU 52.9 # 4