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. Author manuscript; available in PMC: 2020 Dec 7.
Published in final edited form as: Proc Int Conf Comput Ling. 2020 Dec;2020:5640–5646.

Table 1:

Abstract multi-document summarization on DUC 2007 with 95% confidence intervals.

System ROUGE-1 ROUGE-2 ROUGE-L BLEU-4 Repetition
T5 (ZSL) 21.21 (20.37 – 22.04) 4.35 (3.82 – 4.91) 11.59 (11.17 – 12.03) 1.45 (1.24 – 1.73) 33.21 (31.82 – 34.60)
T5 (FSL) 36.35 (34.96 – 37.66) 9.12 (8.27 – 9.94) 17.46 (16.85 – 18.10) 4.81 (4.22 – 5.51) 54.20 (52.27 – 56.24)
BART (ZSL) 37.36 (36.18 – 38.59) 8.08 (7.34 – 8.88) 16.62 (16.08 – 17.18) 5.14 (4.52 – 5.84) 44.91 (44.05 – 45.83)
BART (FSL) 40.86 (39.84 – 41.81) 9.40 (8.69 – 10.08) 18.38 (17.93 – 18.85) 6.06 (5.46 – 6.68) 53.96 (53.17 – 54.69)
PEGASUS (ZSL) 26.36 (25.05 – 27.64) 5.01 (4.38 – 5.70) 14.69 (13.95 – 15.34) 2.18 (1.83 – 2.58) 65.52 (60.81 −70.36)
PEGASUS (FSL) 36.02 (34.63 – 37.33) 7.95 (7.26 – 8.65) 18.88 (18.27 – 19.49) 5.21 (4.57 – 5.85) 74.29 (71.73 – 76.92)