MIT Press

Table 10

Neural (S_token and S_type) logography measures computed on the Bible corpora using fully convolutional architecture (denoted G). Attention combination strategies: Averaging (A), choosing maximum (M), top layer (T), bottom layer (B), and multiplying (J).

Language	G^A		G^M		G^T		G^B		G^J		Acc.
Language	$S_{tok}^{G^{A}}$	$S_{typ}^{G^{A}}$	$S_{tok}^{G^{M}}$	$S_{typ}^{G^{M}}$	$S_{tok}^{G^{T}}$	$S_{typ}^{G^{T}}$	$S_{tok}^{G^{B}}$	$S_{typ}^{G^{B}}$	$S_{tok}^{G^{J}}$	$S_{typ}^{G^{J}}$	Acc.
Chinese	0.63	0.63	0.63	0.63	0.59	0.60	0.67	0.67	0.73	0.73	0.89
Chinese (Cangjie)	0.42	0.41	0.42	0.41	0.47	0.50	0.37	0.31	0.49	0.47	0.93
Chinese (tok.)	0.54	0.36	0.54	0.36	0.39	0.26	0.69	0.46	0.99	0.98	0.91
Chinese (tok., Cangjie)	0.39	0.31	0.40	0.31	0.47	0.35	0.31	0.26	0.29	0.20	0.92
English	0.30	0.21	0.30	0.22	0.38	0.27	0.21	0.16	0.32	0.23	0.99
Finnish	0.29	0.20	0.30	0.21	0.28	0.18	0.31	0.22	0.27	0.18	0.99
French	0.49	0.29	0.49	0.30	0.45	0.27	0.52	0.31	0.38	0.21	0.94
Hebrew (Biblical)	0.44	0.35	0.45	0.36	0.44	0.34	0.45	0.36	0.43	0.33	0.96
Hebrew (Modern)	0.41	0.31	0.41	0.32	0.43	0.33	0.38	0.30	0.41	0.30	0.93
Japanese	0.75	0.56	0.75	0.56	0.91	0.67	0.59	0.44	0.97	0.87	0.94
Japanese (Cangjie)	0.55	0.37	0.55	0.37	0.75	0.43	0.35	0.30	0.57	0.35	0.96
Korean (jamo)	0.24	0.19	0.25	0.20	0.28	0.22	0.19	0.16	0.20	0.16	0.99
Russian	0.34	0.23	0.35	0.24	0.39	0.25	0.29	0.22	0.38	0.24	0.93
Swedish	0.41	0.31	0.41	0.32	0.39	0.22	0.43	0.40	0.34	0.18	0.92

Language	G^A		G^M		G^T		G^B		G^J		Acc.
Language	$S_{tok}^{G^{A}}$	$S_{typ}^{G^{A}}$	$S_{tok}^{G^{M}}$	$S_{typ}^{G^{M}}$	$S_{tok}^{G^{T}}$	$S_{typ}^{G^{T}}$	$S_{tok}^{G^{B}}$	$S_{typ}^{G^{B}}$	$S_{tok}^{G^{J}}$	$S_{typ}^{G^{J}}$	Acc.
Chinese	0.63	0.63	0.63	0.63	0.59	0.60	0.67	0.67	0.73	0.73	0.89
Chinese (Cangjie)	0.42	0.41	0.42	0.41	0.47	0.50	0.37	0.31	0.49	0.47	0.93
Chinese (tok.)	0.54	0.36	0.54	0.36	0.39	0.26	0.69	0.46	0.99	0.98	0.91
Chinese (tok., Cangjie)	0.39	0.31	0.40	0.31	0.47	0.35	0.31	0.26	0.29	0.20	0.92
English	0.30	0.21	0.30	0.22	0.38	0.27	0.21	0.16	0.32	0.23	0.99
Finnish	0.29	0.20	0.30	0.21	0.28	0.18	0.31	0.22	0.27	0.18	0.99
French	0.49	0.29	0.49	0.30	0.45	0.27	0.52	0.31	0.38	0.21	0.94
Hebrew (Biblical)	0.44	0.35	0.45	0.36	0.44	0.34	0.45	0.36	0.43	0.33	0.96
Hebrew (Modern)	0.41	0.31	0.41	0.32	0.43	0.33	0.38	0.30	0.41	0.30	0.93
Japanese	0.75	0.56	0.75	0.56	0.91	0.67	0.59	0.44	0.97	0.87	0.94
Japanese (Cangjie)	0.55	0.37	0.55	0.37	0.75	0.43	0.35	0.30	0.57	0.35	0.96
Korean (jamo)	0.24	0.19	0.25	0.20	0.28	0.22	0.19	0.16	0.20	0.16	0.99
Russian	0.34	0.23	0.35	0.24	0.39	0.25	0.29	0.22	0.38	0.24	0.93
Swedish	0.41	0.31	0.41	0.32	0.39	0.22	0.43	0.40	0.34	0.18	0.92

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