A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing

Benchmark Model Rank Results
discourse-parsing-on-instr-dtBottom-up (DeBERTa)#1Standard Parseval (Nuclearity): 60.0Standard Parseval (Span): 77.8…
discourse-parsing-on-instr-dtTop-down (DeBERTa)#2Standard Parseval (Nuclearity): 57.9Standard Parseval (Span): 77.3…
discourse-parsing-on-instr-dtBottom-up (XLNet)#3Standard Parseval (Nuclearity): 56.4Standard Parseval (Span): 73.6…
discourse-parsing-on-instr-dtTop-down (RoBERTa)#4Standard Parseval (Nuclearity): 56.1Standard Parseval (Span): 75.7…
discourse-parsing-on-instr-dtBottom-up (RoBERTa)#5Standard Parseval (Nuclearity): 55.5Standard Parseval (Span): 73.2…
discourse-parsing-on-instr-dtTop-down (XLNet)#6Standard Parseval (Nuclearity): 55.2Standard Parseval (Span): 74.3…
discourse-parsing-on-instr-dtTop-down (SpanBERT)#7Standard Parseval (Nuclearity): 54.5Standard Parseval (Span): 73.7…
discourse-parsing-on-instr-dtBottom-up (SpanBERT)#8Standard Parseval (Nuclearity): 53.8Standard Parseval (Span): 72.9…
discourse-parsing-on-instr-dtBottom-up (BERT)#9Standard Parseval (Nuclearity): 46.3Standard Parseval (Span): 66.6…
discourse-parsing-on-instr-dtTop-down (BERT)#10Standard Parseval (Nuclearity): 44.6Standard Parseval (Span): 65.3…
discourse-parsing-on-rst-dtBottom-up (DeBERTa)#7Standard Parseval (Full): 55.4 ± 0.4Standard Parseval (Span): 77.8 ± 0.3…
discourse-parsing-on-rst-dtTop-down (XLNet)#8Standard Parseval (Full): 54.8Standard Parseval (Span): 77.8…
discourse-parsing-on-rst-dtTop-down (DeBERTa)#9Standard Parseval (Full): 54.4Standard Parseval (Span): 78.5…
discourse-parsing-on-rst-dtBottom-up (XLNet)#10Standard Parseval (Full): 54.2Standard Parseval (Nuclearity): 65.9…
discourse-parsing-on-rst-dtTop-down (RoBERTa)#11Standard Parseval (Full): 53.8Standard Parseval (Span): 77.3…
discourse-parsing-on-rst-dtBottom-up (RoBERTa)#12Standard Parseval (Full): 53.7Standard Parseval (Span): 76.1…
discourse-parsing-on-rst-dtBottom-up (SpanBERT)#14Standard Parseval (Full): 52.7Standard Parseval (Nuclearity): 65.3…
discourse-parsing-on-rst-dtTop-down (SpanBERT)#15Standard Parseval (Full): 52.2Standard Parseval (Span): 76.5…
discourse-parsing-on-rst-dtTop-down (BERT)#22Standard Parseval (Full): 46.6Standard Parseval (Span): 69.8…
discourse-parsing-on-rst-dtBottom-up (BERT)#23Standard Parseval (Full): 46.0Standard Parseval (Span): 68.3…