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Document Classification on Reuters

97.9AccuracyLDS-PN
52.86864.55976.2587.941Aug 17, 2019Sep 17, 2020Oct 20, 2021Nov 22, 2022Dec 25, 2023Jan 26, 2025Feb 28, 2026

Evaluation results

MethodLinks
LDS-PNWays=5, Shots=5-shot2026.0297.9
MPAD-clique2019.0897.57
MPAD-path2019.0897.44
DiSAN2019.0897.35
HN-ATT2019.0897.25
CNN2019.0897.21
MPAD2019.0897.07
MPAD-sentence-att2019.0896.89
LaSAMLWays=5, Shots=5-shot2026.0296.7
MLADAWays=5, Shots=5-shot2026.0296.7
WMD2019.0896.5
SPGK2019.0896.39
LSTM-GRNN2019.0896.16
DS-FSLWays=5, Shots=5-shot2026.0296
TARTWays=5, Shots=5-shot2026.0295.6
SPCNetWays=5, Shots=5-shot2026.0295.4
doc2vec2019.0895.34
Way-DEWays=5, Shots=5-shot2026.0295.2
Shot-DEWays=5, Shots=5-shot2026.0295.1
DAN2019.0894.79
ContrastNetWays=5, Shots=5-shot2026.0294.6
ProtoVerbWays=5, Shots=5-shot2026.0294.2
LDS-PNWays=5, Shots=1-shot2026.0292.4
Shot-DEWays=5, Shots=1-shot2026.0290.6
Way-DEWays=5, Shots=1-shot2026.0290.6
LaSAMLWays=5, Shots=1-shot2026.0290
ContrastNetWays=5, Shots=1-shot2026.0288.5
TARTWays=5, Shots=1-shot2026.0286.9
SPCNetWays=5, Shots=1-shot2026.0286.8
ProtoVerbWays=5, Shots=1-shot2026.0285.4
MLADAWays=5, Shots=1-shot2026.0282.3
DS-FSLWays=5, Shots=1-shot2026.0281.8
INWays=5, Shots=5-shot2026.0267.9
PNWays=5, Shots=5-shot2026.0266.9
MAMLWays=5, Shots=5-shot2026.0262.9
PNWays=5, Shots=1-shot2026.0259.6
INWays=5, Shots=1-shot2026.0259.4
MAMLWays=5, Shots=1-shot2026.0254.6