A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling

ACL 2019 Haihong EPeiqing NiuZhongfu ChenMeina Song

A spoken language understanding (SLU) system includes two main tasks, slot filling (SF) and intent detection (ID). The joint model for the two tasks is becoming a tendency in SLU... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Slot Filling ATIS SF-ID F1 0.958 # 1
Intent Detection ATIS SF-ID Accuracy 0.9776 # 1
Slot Filling SNIPS SF-ID F1 0.9223 # 1
Intent Detection SNIPS SF-ID Accuracy 0.9743 # 2