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Rationale alignment on Multi-aspect Beer Reviews (test)

0.952AccuracyCOCKATIEL
0.799120.838810.87850.91819May 11, 2023

Evaluation results

MethodLinks
COCKATIELl (number of concepts)=20, Training Label=Overall2023.050.9520.4060.5840.470.6750.7140.6940.3410.4230.3770.2480.4670.3240.3610.7330.484
COCKATIELl (number of concepts)=10, Training Label=Overall2023.050.9520.3950.5840.4550.6330.5640.5970.2730.6740.3890.260.4350.3250.4140.6610.509
ConRATl (number of concepts)=20, Training Label=Overall2023.050.9140.4380.3970.4090.5780.530.5530.3190.3550.3360.290.3630.3230.5650.3390.424
ConRATl (number of concepts)=10, Training Label=Overall2023.050.9130.3820.1760.2380.5170.2620.3480.3260.1740.2270.230.1380.1730.4530.1310.203
Intro-3Pl (number of concepts)=20, Training Label=Aspect-specific2023.050.8560.210.180.1910.2870.2480.2660.1430.1440.1430.1660.1930.1790.2420.1360.174
RNPl (number of concepts)=10, Training Label=Aspect-specific2023.050.8440.3270.1450.1950.4010.120.1850.3330.1870.240.2510.1740.2060.3230.0980.1507
RNP-3Pl (number of concepts)=10, Training Label=Aspect-specific2023.050.8310.2840.1320.1780.4180.1920.2630.2220.1240.1590.1650.1040.1270.3320.1060.161
InvRATl (number of concepts)=20, Training Label=Aspect-specific2023.050.8290.3750.3160.3380.5450.4550.4960.2610.2760.2690.2260.2590.2410.4660.2740.345
InvRATl (number of concepts)=10, Training Label=Aspect-specific2023.050.8190.3660.1570.2180.5940.2610.3630.3130.1550.2080.1640.0960.1210.3910.1160.179
RNPl (number of concepts)=20, Training Label=Aspect-specific2023.050.8110.2470.2130.2490.2860.2320.2650.2210.210.2150.1770.2410.2040.2810.1670.209
Intro-3Pl (number of concepts)=10, Training Label=Aspect-specific2023.050.8090.240.1220.1610.510.260.3440.1880.0970.1280.1650.1060.1290.0970.0260.041
RNP-3Pl (number of concepts)=20, Training Label=Aspect-specific2023.050.8050.260.2180.2330.3040.2560.2780.1930.2040.1980.1030.120.1110.4390.2840.345