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Machine Translation on Ambiguous Constraint De-En 1.0 (test)

35.1SacreBLEUStage1 + Stage2 Tem.
29.48430.94232.433.858May 27, 2023

Evaluation results

MethodLinks
Stage1 + Stage2 Tem.Selection Strategy=Proposed Disambiguation Network, Translation Model=LCNMT2023.0535.171.2375.4432.4532.7148.95
TermMindMethod Variant=Baseline2023.0533.154.4258.2526.9927.9247.25
Stage1 + Stage2 Vec.Selection Strategy=Proposed Disambiguation Network, Translation Model=VecConstNMT2023.0533.158.2369.1228.3728.0247.59
Ambiguous Code-SwitchMethod Variant=Code-Switching2023.0532.656.4652.3724.8925.7346.31
Random + Stage2 Tem.Selection Strategy=Random selection, Translation Model=LCNMT2023.0531.626.1137.1912.3613.4846.92
Random + Stage2 Vec.Selection Strategy=Random selection, Translation Model=VecConstNMT2023.0531.416.8130.539.079.2146.01
Most-Fre. + Stage2 Tem.Selection Strategy=Most-Frequent, Translation Model=LCNMT2023.0531.327.8838.9512.4512.5946.45
Ambiguous Vec.Selection Strategy=Ambiguous selection, Translation Model=VecConstNMT2023.0530.742.3657.1921.9221.5245.42
Most-Fre. + Stage2 Vec.Selection Strategy=Most-Frequent, Translation Model=VecConstNMT2023.0530.519.4730.8811.5110.8644.08
VanillaSelection Strategy=N/A, Translation Model=Standard Transformer2023.0529.77.9616.844.434.4244.23