# Detailed Results This file contains the complete per-direction results for all 72 translation directions on Europarl-ST. ## Many-to-Many Joint Training (All Directions) ### WER

SRC\TGT	Model	WER (%) ↓
SRC\TGT	Model	de	en	es	fr	it	nl	pl	pt	ro
de	HENT-SRT-M20×9	-	21.80	26.64	27.12	27.44	26.43	26.51	26.51	26.62
	HENT-SRT-M2M	-	19.09	18.77	18.82	19.09	18.86	18.79	18.99	18.86
	LCMA-SRT	-	18.01	17.84	17.85	18.23	17.92	17.75	17.93	17.99
	TGT-MoE→MoE	-	18.83	18.76	18.75	18.92	18.74	18.61	18.81	18.85
	TGT-MoE→T-Bias	-	18.13	17.88	17.86	18.16	17.92	17.80	17.93	17.97
	w/o TGT-MoE	-	18.83	18.59	18.62	18.95	18.60	18.44	18.57	18.78
	w/o SRC-MoE	-	18.66	18.35	18.33	18.65	18.41	18.30	18.51	18.50
en	HENT-SRT-M20×9	16.42	-	17.32	17.56	17.08	17.45	17.29	17.18	17.21
	HENT-SRT-M2M	13.92	-	13.94	14.02	13.79	13.84	13.99	13.90	13.53
	LCMA-SRT	12.94	-	12.93	13.02	12.84	12.87	12.92	12.97	12.64
	TGT-MoE→MoE	13.28	-	13.27	13.33	13.14	13.18	13.31	13.34	12.88
	TGT-MoE→T-Bias	13.26	-	13.25	13.35	13.05	13.16	13.26	13.25	12.94
	w/o TGT-MoE	13.41	-	13.38	13.45	13.26	13.31	13.43	13.39	13.04
	w/o SRC-MoE	13.50	-	13.49	13.61	13.46	13.39	13.53	13.48	13.13
es	HENT-SRT-M20×9	21.29	17.77	-	22.25	22.83	22.68	21.93	22.82	22.66
	HENT-SRT-M2M	15.96	15.80	-	15.91	15.69	15.97	15.85	15.89	15.75
	LCMA-SRT	15.30	15.14	-	15.27	15.02	15.31	15.26	15.25	15.14
	TGT-MoE→MoE	15.61	15.51	-	15.65	15.41	15.60	15.56	15.52	15.57
	TGT-MoE→T-Bias	15.19	15.13	-	15.21	15.03	15.21	15.14	15.11	14.89
	w/o TGT-MoE	15.96	15.81	-	15.97	15.74	15.99	15.89	15.90	15.82
	w/o SRC-MoE	15.46	15.22	-	15.41	15.16	15.46	15.34	15.35	15.11
fr	HENT-SRT-M20×9	19.37	16.07	19.82	-	20.41	19.30	19.45	19.86	20.80
	HENT-SRT-M2M	13.40	13.38	13.28	-	13.42	13.36	13.39	13.38	13.37
	LCMA-SRT	12.58	12.51	12.53	-	12.51	12.50	12.56	12.55	12.65
	TGT-MoE→MoE	13.15	13.10	13.02	-	13.08	12.99	13.15	13.16	13.27
	TGT-MoE→T-Bias	12.53	12.49	12.37	-	12.47	12.45	12.48	12.52	12.51
	w/o TGT-MoE	12.75	12.77	12.62	-	12.70	12.67	12.69	12.65	12.78
	w/o SRC-MoE	12.58	12.64	12.49	-	12.55	12.65	12.56	12.64	12.74
it	HENT-SRT-M20×9	18.18	15.05	19.19	19.32	-	19.06	18.60	19.00	19.91
	HENT-SRT-M2M	13.10	13.19	13.13	13.24	-	13.17	12.98	13.18	13.27
	LCMA-SRT	12.50	12.41	12.52	12.63	-	12.59	12.42	12.62	12.66
	TGT-MoE→MoE	13.00	12.92	13.03	13.04	-	13.05	12.89	13.11	13.27
	TGT-MoE→T-Bias	12.67	12.63	12.77	12.80	-	12.74	12.67	12.84	12.95
	w/o TGT-MoE	12.91	12.91	12.97	13.03	-	12.97	12.85	13.13	13.08
	w/o SRC-MoE	12.92	12.90	12.96	13.07	-	13.07	12.84	13.12	13.13
nl	HENT-SRT-M20×9	38.99	32.95	38.85	38.85	39.52	-	38.99	39.32	39.26
	HENT-SRT-M2M	28.59	28.65	28.73	28.46	28.62	-	28.46	28.46	28.47
	LCMA-SRT	27.01	27.23	26.89	26.91	27.20	-	26.93	27.07	26.82
	TGT-MoE→MoE	28.47	28.60	28.57	28.38	28.58	-	28.34	28.47	28.34
	TGT-MoE→T-Bias	27.33	27.39	27.28	27.17	27.57	-	27.32	27.29	27.26
	w/o TGT-MoE	28.71	28.80	28.57	28.56	28.75	-	28.61	28.52	28.48
	w/o SRC-MoE	27.85	28.02	27.74	27.69	27.94	-	27.65	27.77	27.55
pl	HENT-SRT-M20×9	25.89	22.01	26.33	27.19	25.99	26.47	-	27.13	27.36
	HENT-SRT-M2M	18.26	18.27	18.14	18.21	17.87	18.27	-	18.29	18.00
	LCMA-SRT	17.54	17.39	17.32	17.36	17.01	17.43	-	17.57	17.11
	TGT-MoE→MoE	18.10	17.96	17.97	18.07	17.47	18.01	-	18.14	17.67
	TGT-MoE→T-Bias	17.56	17.32	17.42	17.45	17.06	17.41	-	17.50	17.37
	w/o TGT-MoE	18.30	18.14	18.02	18.18	17.85	18.17	-	18.24	17.92
	w/o SRC-MoE	17.88	17.55	17.76	17.79	17.57	17.79	-	18.00	17.70
pt	HENT-SRT-M20×9	19.90	16.27	21.74	20.82	20.77	20.99	20.48	-	20.53
	HENT-SRT-M2M	13.60	13.59	13.52	13.59	13.38	13.58	13.57	-	13.34
	LCMA-SRT	12.37	12.72	12.28	12.37	12.08	12.38	12.40	-	12.19
	TGT-MoE→MoE	13.15	13.39	13.10	13.18	12.96	13.16	13.12	-	12.91
	TGT-MoE→T-Bias	12.53	12.72	12.50	12.55	12.30	12.52	12.57	-	12.30
	w/o TGT-MoE	13.12	13.29	13.01	13.12	12.95	13.09	13.06	-	12.82
	w/o SRC-MoE	12.75	12.86	12.63	12.75	12.49	12.77	12.67	-	12.48
ro	HENT-SRT-M20×9	22.32	15.85	21.87	22.04	23.97	22.88	23.63	22.82	-
	HENT-SRT-M2M	14.59	14.20	14.52	14.42	14.17	14.59	14.49	14.65	-
	LCMA-SRT	13.64	13.29	13.51	13.46	13.38	13.61	13.54	13.72	-
	TGT-MoE→MoE	14.64	14.34	14.54	14.40	14.36	14.62	14.56	14.67	-
	TGT-MoE→T-Bias	13.99	13.63	13.93	13.82	13.62	13.98	13.88	14.01	-
	w/o TGT-MoE	15.04	14.96	14.91	14.92	14.77	15.05	14.99	15.11	-
	w/o SRC-MoE	14.09	13.74	13.97	13.88	13.73	14.05	13.91	14.13	-

### BLEU

SRC\TGT	Model	BLEU ↑
SRC\TGT	Model	de	en	es	fr	it	nl	pl	pt	ro
de	HENT-SRT-M20×9	-	17.5	13.3	12.1	8.7	16.2	5.9	12.4	8.3
	HENT-SRT-M2M	-	11.0	3.7	3.3	1.1	4.1	1.6	4.0	2.2
	LCMA-SRT	-	22.0	19.7	20.2	14.5	19.0	8.9	18.7	13.5
	TGT-MoE→MoE	-	12.4	3.2	2.1	1.0	2.8	1.4	3.7	2.1
	TGT-MoE→T-Bias	-	19.6	18.0	18.0	12.5	16.5	6.9	17.0	11.5
	w/o TGT-MoE	-	11.4	4.1	3.0	1.0	3.4	1.5	4.0	2.2
	w/o SRC-MoE	-	21.4	19.2	19.8	13.9	18.9	8.7	18.5	13.5
en	HENT-SRT-M20×9	15.4	-	26.0	24.6	19.0	21.9	9.7	23.1	19.8
	HENT-SRT-M2M	4.0	-	9.7	6.5	3.1	5.3	1.6	7.1	4.5
	LCMA-SRT	20.1	-	33.4	30.7	25.0	25.4	14.7	29.4	26.3
	TGT-MoE→MoE	3.8	-	9.9	6.0	3.1	4.6	1.3	7.5	4.1
	TGT-MoE→T-Bias	17.4	-	30.0	27.3	22.4	22.1	11.2	26.2	21.1
	w/o TGT-MoE	3.1	-	10.6	6.1	2.9	4.5	1.4	7.5	4.1
	w/o SRC-MoE	19.6	-	32.5	30.9	24.4	24.5	14.3	28.7	25.8
es	HENT-SRT-M20×9	9.9	22.1	-	20.2	15.7	15.1	6.9	22.4	12.2
	HENT-SRT-M2M	2.1	13.4	-	3.9	1.5	3.1	0.9	5.4	2.2
	LCMA-SRT	13.7	26.1	-	26.3	21.0	19.4	10.3	26.6	17.7
	TGT-MoE→MoE	2.0	13.9	-	3.5	1.6	2.3	1.1	5.0	1.9
	TGT-MoE→T-Bias	11.8	23.3	-	23.7	18.4	17.3	7.7	23.7	14.8
	w/o TGT-MoE	1.8	13.2	-	3.7	1.4	2.5	1.1	5.5	2.2
	w/o SRC-MoE	13.3	25.1	-	26.5	20.6	19.3	10.2	26.1	17.5
fr	HENT-SRT-M20×9	11.0	23.5	20.3	-	17.6	16.9	7.4	23.3	13.0
	HENT-SRT-M2M	2.9	11.9	6.4	-	2.2	4.0	1.3	6.5	2.4
	LCMA-SRT	14.9	28.6	27.0	-	22.5	21.3	11.1	27.5	18.3
	TGT-MoE→MoE	2.6	13.8	5.2	-	2.0	3.0	1.3	5.9	2.1
	TGT-MoE→T-Bias	13.3	24.8	24.7	-	20.1	18.5	9.0	25.0	15.2
	w/o TGT-MoE	2.3	11.8	6.8	-	2.2	3.4	1.5	6.1	2.3
	w/o SRC-MoE	14.1	27.3	25.9	-	22.4	20.2	10.9	26.9	18.6
it	HENT-SRT-M20×9	11.3	23.0	21.3	20.3	-	16.1	8.3	22.4	13.4
	HENT-SRT-M2M	2.9	14.7	5.1	4.0	-	3.2	1.7	5.6	2.0
	LCMA-SRT	14.8	27.0	27.3	25.3	-	20.2	11.0	26.1	17.8
	TGT-MoE→MoE	2.6	16.8	4.3	3.0	-	2.6	1.6	5.2	1.7
	TGT-MoE→T-Bias	12.9	23.5	24.9	22.7	-	17.3	8.8	24.1	14.2
	w/o TGT-MoE	2.1	15.2	5.1	3.5	-	2.8	1.7	5.4	1.8
	w/o SRC-MoE	14.0	26.0	26.8	25.1	-	19.4	11.2	26.5	17.7
nl	HENT-SRT-M20×9	7.1	15.6	11.3	10.4	7.3	-	3.7	10.4	6.3
	HENT-SRT-M2M	2.3	9.8	3.1	2.6	1.2	-	0.9	2.9	1.9
	LCMA-SRT	12.1	21.0	17.6	16.5	13.6	-	7.0	16.9	11.6
	TGT-MoE→MoE	1.7	12.0	2.1	1.8	0.9	-	0.6	2.1	1.2
	TGT-MoE→T-Bias	10.1	18.1	16.3	15.3	11.7	-	4.9	15.5	10.0
	w/o TGT-MoE	1.6	10.8	2.8	2.6	1.0	-	1.1	2.7	1.4
	w/o SRC-MoE	11.8	20.0	17.5	16.8	12.8	-	6.7	17.0	11.8
pl	HENT-SRT-M20×9	9.5	19.3	17.1	15.7	11.9	14.3	-	14.6	10.0
	HENT-SRT-M2M	2.4	12.1	4.6	3.8	1.6	3.4	-	3.8	2.1
	LCMA-SRT	14.3	23.9	24.1	22.9	18.6	19.5	-	20.8	16.5
	TGT-MoE→MoE	2.2	13.9	3.7	3.0	1.5	2.2	-	3.2	1.4
	TGT-MoE→T-Bias	12.3	21.5	22.1	21.1	16.5	17.6	-	19.4	13.4
	w/o TGT-MoE	2.1	11.6	4.9	4.2	1.3	2.9	-	4.0	2.0
	w/o SRC-MoE	13.5	23.3	22.6	22.3	18.0	19.2	-	20.9	16.2
pt	HENT-SRT-M20×9	10.9	23.7	22.1	21.3	17.3	15.6	7.5	-	13.9
	HENT-SRT-M2M	2.3	13.3	6.6	4.0	1.9	3.0	1.1	-	2.5
	LCMA-SRT	15.4	28.1	28.3	27.0	22.8	19.7	10.5	-	19.0
	TGT-MoE→MoE	1.9	17.4	4.7	3.4	1.4	2.1	1.0	-	1.7
	TGT-MoE→T-Bias	13.6	24.9	25.6	24.9	20.7	18.0	8.8	-	16.1
	w/o TGT-MoE	1.7	14.6	6.7	3.9	1.4	2.3	1.2	-	1.8
	w/o SRC-MoE	14.5	26.7	27.5	27.1	22.5	19.0	10.6	-	19.0
ro	HENT-SRT-M20×9	10.9	25.3	21.4	21.4	15.8	16.0	7.9	18.8	-
	HENT-SRT-M2M	1.9	16.4	4.6	3.7	1.5	2.2	0.7	3.9	-
	LCMA-SRT	15.8	30.1	28.9	28.4	22.1	19.7	12.2	25.3	-
	TGT-MoE→MoE	1.9	17.5	4.1	3.4	1.6	1.8	0.7	3.4	-
	TGT-MoE→T-Bias	13.7	25.9	26.3	25.4	19.6	17.6	9.1	23.3	-
	w/o TGT-MoE	1.5	13.5	6.5	3.9	1.5	2.3	0.9	4.5	-
	w/o SRC-MoE	15.0	29.2	27.7	28.3	21.8	19.2	11.8	24.7	-

### COMET

SRC\TGT	Model	COMET ↑
SRC\TGT	Model	de	en	es	fr	it	nl	pl	pt	ro
de	HENT-SRT-M20×9	-	0.615	0.531	0.479	0.504	0.549	0.521	0.544	0.545
	HENT-SRT-M2M	-	0.522	0.453	0.407	0.409	0.397	0.383	0.447	0.391
	LCMA-SRT	-	0.683	0.624	0.572	0.591	0.604	0.591	0.636	0.627
	TGT-MoE→MoE	-	0.528	0.451	0.400	0.412	0.383	0.377	0.446	0.393
	TGT-MoE→T-Bias	-	0.640	0.590	0.533	0.557	0.546	0.542	0.601	0.572
	w/o TGT-MoE	-	0.524	0.454	0.407	0.408	0.393	0.381	0.448	0.391
	w/o SRC-MoE	-	0.675	0.614	0.565	0.578	0.601	0.578	0.629	0.626
en	HENT-SRT-M20×9	0.571	-	0.641	0.606	0.625	0.620	0.584	0.668	0.680
	HENT-SRT-M2M	0.421	-	0.533	0.470	0.487	0.430	0.419	0.524	0.458
	LCMA-SRT	0.638	-	0.741	0.690	0.714	0.674	0.663	0.749	0.765
	TGT-MoE→MoE	0.422	-	0.535	0.467	0.495	0.424	0.421	0.528	0.463
	TGT-MoE→T-Bias	0.582	-	0.696	0.637	0.664	0.612	0.590	0.704	0.693
	w/o TGT-MoE	0.413	-	0.540	0.469	0.488	0.428	0.423	0.532	0.459
	w/o SRC-MoE	0.626	-	0.733	0.690	0.705	0.661	0.649	0.742	0.762
es	HENT-SRT-M20×9	0.488	0.652	-	0.548	0.571	0.534	0.546	0.636	0.589
	HENT-SRT-M2M	0.357	0.536	-	0.416	0.424	0.385	0.374	0.464	0.396
	LCMA-SRT	0.544	0.708	-	0.627	0.657	0.584	0.609	0.709	0.663
	TGT-MoE→MoE	0.361	0.541	-	0.416	0.430	0.377	0.375	0.468	0.394
	TGT-MoE→T-Bias	0.503	0.669	-	0.579	0.609	0.539	0.556	0.665	0.608
	w/o TGT-MoE	0.358	0.539	-	0.419	0.425	0.382	0.376	0.466	0.394
	w/o SRC-MoE	0.541	0.702	-	0.622	0.651	0.578	0.600	0.705	0.666
fr	HENT-SRT-M20×9	0.499	0.685	0.603	-	0.603	0.551	0.555	0.650	0.618
	HENT-SRT-M2M	0.373	0.535	0.484	-	0.440	0.396	0.385	0.481	0.408
	LCMA-SRT	0.561	0.737	0.700	-	0.685	0.603	0.616	0.723	0.701
	TGT-MoE→MoE	0.379	0.552	0.482	-	0.442	0.391	0.385	0.482	0.410
	TGT-MoE→T-Bias	0.519	0.696	0.658	-	0.636	0.555	0.566	0.674	0.637
	w/o TGT-MoE	0.372	0.538	0.485	-	0.440	0.393	0.385	0.484	0.411
	w/o SRC-MoE	0.553	0.730	0.685	-	0.673	0.592	0.605	0.711	0.695
it	HENT-SRT-M20×9	0.507	0.679	0.614	0.569	-	0.551	0.568	0.650	0.623
	HENT-SRT-M2M	0.372	0.560	0.477	0.425	-	0.393	0.380	0.472	0.404
	LCMA-SRT	0.560	0.728	0.698	0.640	-	0.600	0.619	0.717	0.686
	TGT-MoE→MoE	0.374	0.578	0.476	0.428	-	0.391	0.385	0.478	0.412
	TGT-MoE→T-Bias	0.520	0.689	0.657	0.593	-	0.553	0.570	0.672	0.630
	w/o TGT-MoE	0.370	0.572	0.483	0.428	-	0.393	0.384	0.476	0.411
	w/o SRC-MoE	0.558	0.722	0.693	0.635	-	0.591	0.615	0.711	0.689
nl	HENT-SRT-M20×9	0.444	0.581	0.500	0.460	0.467	-	0.486	0.509	0.509
	HENT-SRT-M2M	0.367	0.508	0.435	0.397	0.402	-	0.365	0.435	0.380
	LCMA-SRT	0.538	0.660	0.595	0.544	0.561	-	0.556	0.604	0.593
	TGT-MoE→MoE	0.359	0.532	0.431	0.395	0.403	-	0.367	0.432	0.378
	TGT-MoE→T-Bias	0.493	0.615	0.556	0.510	0.527	-	0.512	0.569	0.549
	w/o TGT-MoE	0.361	0.517	0.434	0.398	0.400	-	0.372	0.433	0.377
	w/o SRC-MoE	0.528	0.651	0.582	0.538	0.550	-	0.545	0.601	0.587
pl	HENT-SRT-M20×9	0.515	0.643	0.568	0.518	0.545	0.543	-	0.584	0.583
	HENT-SRT-M2M	0.385	0.539	0.469	0.424	0.429	0.397	-	0.462	0.401
	LCMA-SRT	0.584	0.709	0.667	0.612	0.651	0.608	-	0.683	0.677
	TGT-MoE→MoE	0.380	0.552	0.464	0.419	0.431	0.388	-	0.462	0.402
	TGT-MoE→T-Bias	0.539	0.669	0.633	0.572	0.605	0.561	-	0.645	0.624
	w/o TGT-MoE	0.379	0.531	0.466	0.421	0.427	0.395	-	0.461	0.402
	w/o SRC-MoE	0.575	0.698	0.655	0.596	0.634	0.601	-	0.670	0.669
pt	HENT-SRT-M20×9	0.522	0.692	0.631	0.584	0.605	0.556	0.576	-	0.636
	HENT-SRT-M2M	0.381	0.557	0.491	0.439	0.444	0.402	0.390	-	0.409
	LCMA-SRT	0.581	0.744	0.722	0.662	0.695	0.609	0.632	-	0.710
	TGT-MoE→MoE	0.381	0.594	0.482	0.436	0.444	0.397	0.392	-	0.409
	TGT-MoE→T-Bias	0.541	0.708	0.684	0.623	0.654	0.566	0.585	-	0.654
	w/o TGT-MoE	0.377	0.572	0.489	0.438	0.440	0.396	0.387	-	0.409
	w/o SRC-MoE	0.577	0.738	0.710	0.656	0.688	0.604	0.624	-	0.708
ro	HENT-SRT-M20×9	0.514	0.697	0.606	0.575	0.596	0.563	0.569	0.627	-
	HENT-SRT-M2M	0.381	0.585	0.487	0.443	0.446	0.408	0.386	0.480	-
	LCMA-SRT	0.587	0.753	0.711	0.667	0.696	0.624	0.642	0.724	-
	TGT-MoE→MoE	0.384	0.591	0.486	0.443	0.449	0.405	0.388	0.484	-
	TGT-MoE→T-Bias	0.537	0.713	0.665	0.616	0.644	0.574	0.574	0.680	-
	w/o TGT-MoE	0.377	0.563	0.488	0.441	0.447	0.405	0.386	0.480	-
	w/o SRC-MoE	0.582	0.747	0.699	0.662	0.687	0.618	0.628	0.714	-

### LMR

SRC\TGT	Model	LMR (%) ↓
SRC\TGT	Model	de	en	es	fr	it	nl	pl	pt	ro
de	HENT-SRT-M20×9	-	0.08	0.70	0.64	0.66	1.00	0.00	3.39	1.70
	HENT-SRT-M2M	-	56.60	87.83	90.14	94.98	77.09	83.11	83.75	82.55
	LCMA-SRT	-	0.38	0.49	0.43	0.58	0.84	0.73	2.38	1.79
	TGT-MoE→MoE	-	44.09	91.70	93.43	96.22	87.51	88.57	86.63	84.42
	TGT-MoE→T-Bias	-	0.34	0.56	0.64	0.82	1.84	0.36	2.89	1.62
	w/o TGT-MoE	-	54.96	87.83	91.79	97.04	83.22	80.86	83.02	83.12
	w/o SRC-MoE	-	0.38	0.84	0.86	1.48	0.92	0.58	3.10	1.62
en	HENT-SRT-M20×9	0.00	-	0.79	0.25	0.35	0.65	0.16	1.98	1.64
	HENT-SRT-M2M	78.21	-	78.93	86.08	95.93	78.54	85.14	81.62	80.55
	LCMA-SRT	0.08	-	0.95	0.16	0.09	0.24	0.40	1.98	1.64
	TGT-MoE→MoE	79.25	-	82.40	85.26	95.75	81.54	87.16	79.24	79.45
	TGT-MoE→T-Bias	0.32	-	0.71	0.25	0.27	0.49	0.32	2.38	1.28
	w/o TGT-MoE	83.56	-	77.82	86.24	95.39	83.48	84.49	78.76	81.74
	w/o SRC-MoE	0.08	-	0.55	0.08	0.53	0.40	0.32	2.38	1.83
es	HENT-SRT-M20×9	0.18	0.22	-	0.18	0.46	1.01	0.09	1.19	0.88
	HENT-SRT-M2M	88.51	58.54	-	92.98	96.76	89.58	90.93	80.07	86.81
	LCMA-SRT	0.54	0.61	-	0.37	0.65	0.92	0.38	1.29	1.54
	TGT-MoE→MoE	88.87	50.66	-	93.16	96.85	92.59	92.63	82.09	88.68
	TGT-MoE→T-Bias	0.36	0.61	-	0.28	0.37	1.28	0.19	1.47	1.10
	w/o TGT-MoE	91.56	55.95	-	92.79	97.59	91.58	87.43	76.19	85.71
	w/o SRC-MoE	0.27	0.50	-	0.55	0.74	0.82	0.47	1.47	1.43
fr	HENT-SRT-M20×9	0.00	0.11	0.55	-	0.00	0.26	0.18	1.55	1.16
	HENT-SRT-M2M	85.18	71.51	87.89	-	95.60	86.66	89.85	77.71	84.93
	LCMA-SRT	0.00	0.33	0.73	-	0.38	0.87	0.36	1.91	1.16
	TGT-MoE→MoE	88.27	57.97	90.88	-	96.84	90.66	90.82	81.88	85.76
	TGT-MoE→T-Bias	0.18	0.39	0.36	-	0.19	1.31	0.27	0.91	1.37
	w/o TGT-MoE	88.91	70.85	87.41	-	96.46	89.61	88.84	78.05	83.02
	w/o SRC-MoE	0.37	0.44	0.46	-	0.57	0.61	0.27	1.18	1.90
it	HENT-SRT-M20×9	0.11	0.00	0.57	0.23	-	0.36	0.25	2.20	0.54
	HENT-SRT-M2M	88.54	57.23	92.05	94.25	-	91.61	92.77	86.59	90.38
	LCMA-SRT	0.11	0.42	0.91	0.23	-	0.84	0.37	1.62	0.95
	TGT-MoE→MoE	91.92	41.43	91.37	94.13	-	94.36	93.87	87.40	89.70
	TGT-MoE→T-Bias	0.44	0.12	0.45	0.45	-	0.72	0.00	1.73	1.49
	w/o TGT-MoE	92.36	47.80	91.37	95.94	-	93.04	91.18	87.51	89.30
	w/o SRC-MoE	0.00	0.12	0.45	0.79	-	0.72	0.12	1.50	0.81
nl	HENT-SRT-M20×9	0.09	0.34	0.49	0.49	0.90	-	0.21	3.18	1.60
	HENT-SRT-M2M	78.25	56.62	88.85	89.02	93.71	-	86.96	82.91	81.98
	LCMA-SRT	0.19	0.86	1.19	0.79	0.79	-	0.62	1.80	1.94
	TGT-MoE→MoE	82.38	35.99	94.86	92.08	95.38	-	89.00	86.94	86.99
	TGT-MoE→T-Bias	0.47	0.52	1.38	0.69	0.79	-	0.83	4.03	1.71
	w/o TGT-MoE	83.47	49.05	88.42	89.30	95.72	-	81.93	84.82	82.65
	w/o SRC-MoE	0.19	0.63	0.99	1.58	2.02	-	1.04	2.23	2.17
pl	HENT-SRT-M20×9	0.00	0.22	0.72	0.16	0.42	1.80	-	2.08	1.72
	HENT-SRT-M2M	82.54	60.55	89.70	91.34	96.01	86.68	-	83.45	87.29
	LCMA-SRT	0.00	0.40	0.80	0.48	0.85	1.14	-	1.60	1.01
	TGT-MoE→MoE	85.89	46.27	92.66	92.05	96.94	90.28	-	88.57	88.70
	TGT-MoE→T-Bias	0.39	0.49	1.04	0.32	0.51	1.47	-	1.44	1.31
	w/o TGT-MoE	86.52	64.23	89.31	91.49	97.28	89.13	-	82.57	86.28
	w/o SRC-MoE	0.00	0.36	0.40	0.79	0.85	1.39	-	1.60	1.21
pt	HENT-SRT-M20×9	0.00	0.17	0.16	0.16	0.08	0.41	0.08	-	0.81
	HENT-SRT-M2M	88.36	65.79	86.39	91.99	97.51	90.31	90.80	-	87.09
	LCMA-SRT	0.16	0.39	0.08	0.24	0.08	0.81	0.50	-	1.17
	TGT-MoE→MoE	90.32	40.07	92.60	94.50	97.68	94.79	92.56	-	91.43
	TGT-MoE→T-Bias	0.24	0.48	0.24	0.24	0.00	0.90	0.08	-	0.81
	w/o TGT-MoE	91.50	54.86	85.19	92.93	98.76	93.65	90.22	-	89.89
	w/o SRC-MoE	0.00	0.26	0.08	0.47	0.17	0.49	0.25	-	1.08
ro	HENT-SRT-M20×9	0.00	0.15	0.42	0.26	0.77	0.91	0.00	1.58	-
	HENT-SRT-M2M	90.98	50.74	93.27	95.33	98.46	93.14	93.04	89.42	-
	LCMA-SRT	0.16	0.56	0.50	0.17	0.77	1.24	0.43	1.33	-
	TGT-MoE→MoE	91.39	45.21	93.69	94.99	97.52	94.38	94.93	89.92	-
	TGT-MoE→T-Bias	0.08	0.31	0.42	0.17	0.34	0.83	0.17	2.00	-
	w/o TGT-MoE	92.61	65.55	87.96	94.64	98.80	92.81	91.92	86.75	-
	w/o SRC-MoE	0.16	0.31	0.58	0.26	1.03	0.41	0.60	2.00	-