From: The performance of BERT as data representation of text clustering
Method | AG news | ||
---|---|---|---|
ACC | NMI | ARI | |
TFIDF + KM | 0.3568 ± 0.0059 | 0.2135 ± 0.0067 | 0.2121 ± 0.0068 |
BERT + Max + I + KM | 0.3018 ± 0.0131 | 0.1495 ± 0.0095 | 0.1479 ± 0.0095 |
BERT + Max + LN + KM | 0.3285 ± 0.0140 | 0.1797 ± 0.0132 | 0.1782 ± 0.0132 |
BERT + Max + N + KM | 0.3229 ± 0.0145 | 0.1739 ± 0.0137 | 0.1724 ± 0.0137 |
BERT + Max + MM + KM | 0.226 ± 0.0058 | 0.088 ± 0.0057 | 0.0864 ± 0.0057 |
BERT + Mean + I + KM | 0.357 ± 0.0079 | 0.2134 ± 0.0077 | 0.212 ± 0.0077 |
BERT + Mean + LN + KM | 0.3741 ± 0.0057 | 0.2302 ± 0.0055 | 0.2288 ± 0.0055 |
BERT + Mean + N + KM | 0.373 ± 0.0071 | 0.2286 ± 0.0066 | 0.2273 ± 0.0066 |
BERT + Mean + MM + KM | 0.1718 ± 0.0066 | 0.0511 ± 0.0050 | 0.0493 ± 0.0050 |
TFIDF + EFCM | 0.2482 ± 0.0081 | 0.1177 ± 0.0018 | 0.1161 ± 0.0018 |
BERT + Max + I +  EFCM | 0.2484 ± 0.0070 | 0.122 ± 0.0029 | 0.1204 ± 0.0029 |
BERT + Max + LN +  EFCM | 0.2454 ± 0.0069 | 0.1302 ± 0.0015 | 0.1287 ± 0.0015 |
BERT + Max + N +  EFCM | 0.2374 ± 0.0051 | 0.1255 ± 0.0014 | 0.1239 ± 0.0014 |
BERT + Max + MM +  EFCM | 0.2043 ± 0.0098 | 0.0706 ± 0.0044 | 0.0689 ± 0.0044 |
BERT + Mean + I +  EFCM | 0.2486 ± 0.0077 | 0.1174 ± 0.0016 | 0.1158 ± 0.0016 |
BERT + Mean + LN +  EFCM | 0.2522 ± 0.0037 | 0.1253 ± 0.0012 | 0.1237 ± 0.0012 |
BERT + Mean + N +  EFCM | 0.2523 ± 0.0032 | 0.1252 ± 0.0010 | 0.1236 ± 0.0010 |
BERT + Mean + MM +  EFCM | 0.1632 ± 0.0066 | 0.0415 ± 0.0019 | 0.0397 ± 0.0019 |
TFIDF + DEC | 0.4024 ± 0.0282 | 0.2176 ± 0.0154 | 0.1621 ± 0.0202 |
BERT + Max + I +  DEC | 0.1061 ± 0.0143 | 0.003 ± 0.0074 | 0.0015 ± 0.0038 |
BERT + Max + LN +  DEC | 0.3969 ± 0.0186 | 0.2301 ± 0.0143 | 0.1761 ± 0.0133 |
BERT + Max + N +  DEC | 0.1 ± 0 | 0 ± 0 | 0 ± 0 |
BERT + Max + MM +  DEC | 0.1713 ± 0.0708 | 0.0539 ± 0.0638 | 0.0312 ± 0.0397 |
BERT + Mean + I +  DEC | 0.4661 ± 0.0282 | 0.286 ± 0.0121 | 0.2317 ± 0.0193 |
BERT + Mean + LN +  DEC | 0.4754 ± 0.0266 | 0.2907 ± 0.0119 | 0.2339 ± 0.0172 |
BERT + Mean + N +  DEC | 0.427 ± 0.0292 | 0.2613 ± 0.013 | 0.1992 ± 0.0172 |
BERT + Mean + MM +  DEC | 0.1 ± 0 | 0.0001 ± 0 | 0 ± 0 |
TFIDF + IDEC | 0.3975 ± 0.0235 | 0.2243 ± 0.0109 | 0.1474 ± 0.0111 |
BERT + Max + I +  IDEC | 0.1326 ± 0.0354 | 0.0225 ± 0.0241 | 0.0135 ± 0.0158 |
BERT + Max + LN +  IDEC | 0.4058 ± 0.0182 | 0.2394 ± 0.0129 | 0.1881 ± 0.0131 |
BERT + Max + N +  IDEC | 0.1242 ± 0.0342 | 0.0193 ± 0.0275 | 0.0097 ± 0.0144 |
BERT + Max + MM +  IDEC | 0.1694 ± 0.0511 | 0.0504 ± 0.0497 | 0.0278 ± 0.0301 |
BERT + Mean + I +  IDEC | 0.477 ± 0.0294 | 0.2988 ± 0.0126 | 0.2445 ± 0.0199 |
BERT + Mean + LN +  IDEC | 0.487 ± 0.0258 | 0.3019 ± 0.0118 | 0.247 ± 0.0167 |
BERT + Mean + N +  IDEC | 0.4308 ± 0.0303 | 0.2687 ± 0.0134 | 0.2078 ± 0.0170 |
BERT + Mean + MM +  IDEC | 0.1015 ± 0.0029 | 0.0081 ± 0.005 | 7E-05 ± 0.0004 |