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EditorEfficacy 个 Paraphrase 个 Specificity 个
GPT-2 XL22.2 (±0.5) 21.3 (±0.5) 24.2 (±0.5)
FT99.6 (±0.1) 82.1 (±0.6) 23.2(±0.5)
FT+L92.3 (±0.4) 47.2 (±0.7) 23.4(±0.5)
KE65.5 (±0.6) 61.4(±0.6) 24.9 (±0.5)
KE-zsRE92.4 (±0.3) 90.0 (±0.3) 23.8 (±0.5)
MEND75.9 (±0.5) 65.3 (±0.6) 24.1(±0.5)
MEND-zsRE 99.4 (±0.1)99.3 (±0.1) 24.1(±0.5)
ROME99.8 (±0.0) 88.1(±0.5) 24.2 (±0.5)
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EditorScore S↑EfficacyGeneralizationSpecificityFluencyConsistency
ES↑EM个PS个PM个NS↑NM↑GE个RS个
GPT-2 XL30.522.2 (0.9)-4.8 (0.3)24.7 (0.8)-5.0 (0.3)78.1 (0.6)5.0 (0.2)626.6 (0.3)31.9 (0.2)
FT65.1100.0 (0.0)98.8 (0.1)87.9 (0.6)46.6 (0.8)40.4 (0.7)-6.2 (0.4)607.1 (1.1)40.5 (0.3)
FT+L66.999.1 (0.2)91.5 (0.5)48.7 (1.0)28.9 (0.8)70.3 (0.7)3.5 (0.3)621.4 (1.0)37.4 (0.3)
KN35.628.7 (1.0)-3.4 (0.3)28.0 (0.9)-3.3 (0.2)72.9 (0.7)3.7 (0.2)570.4 (2.3)30.3 (0.3)
KE52.284.3 (0.8)33.9 (0.9)75.4 (0.8)14.6 (0.6)30.9 (0.7)-11.0 (0.5)586.6 (2.1)31.2 (0.3)
KE-CF18.199.9 (0.1)97.0 (0.2)95.8 (0.4)59.2 (0.8)6.9 (0.3)-63.2 (0.7)383.0 (4.1)24.5 (0.4)
MEND57.999.1 (0.2)70.9 (0.8)65.4 (0.9)12.2 (0.6)37.9 (0.7)-11.6 (0.5)624.2 (0.4)34.8 (0.3)
MEND-CF14.9100.0 (0.0)99.2 (0.1)97.0 (0.3)65.6 (0.7)5.5 (0.3)-69.9 (0.6)570.0 (2.1)33.2 (0.3)
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