CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision

Benchmark Model Rank Results
extreme-summarization-on-citesumEXT-ORACLE#1ROUGE-1: 44.17ROUGE-2: 27.22ROUGE-L: 38.32
extreme-summarization-on-citesumBART-large (s=abs+title, t=TLDR)#2ROUGE-1: 42.02ROUGE-2: 19.44ROUGE-L: 33.78
extreme-summarization-on-citesumBART-large (s=abs+disci, t=TLDR)#3ROUGE-1: 42.01ROUGE-2: 19.34ROUGE-L: 33.72
extreme-summarization-on-citesumBART-large (s=abs, t= TLDR/Title/Disci)#4ROUGE-1: 41.89ROUGE-2: 19.51ROUGE-L: 33.73
extreme-summarization-on-citesumBART-large (s=abs, t=TLDR)#5ROUGE-1: 41.86ROUGE-2: 19.36ROUGE-L: 33.72
extreme-summarization-on-citesumBART-large (s=abs, t=TLDR/title)#6ROUGE-1: 41.85ROUGE-2: 19.21ROUGE-L: 33.42
extreme-summarization-on-citesumPEGASUS (s=abs, t=TLDR)#7ROUGE-1: 41.56ROUGE-2: 18.63ROUGE-L: 33.45
extreme-summarization-on-citesumEXT-HEURISTIC#8ROUGE-1: 29.32ROUGE-2: 12.53ROUGE-L: 23.99
extreme-summarization-on-citesumEXT-LEAD#9ROUGE-1: 21.94ROUGE-2: 7.35ROUGE-L: 17.36