Table 4: Full results (F1) of the NER task.
K	Methods	af	ar	bg	de	el	en	es	et	eu	fa	fi	fr	he	hi	hu	id	it	ja
K=0	Zero-Shot	89.39	69.52	88.65	88.50	86.40	96.12	89.18	86.74	73.20	74.49	86.22	87.79	68.91	75.50	83.75	83.32	89.63	27.82
K=1	ord-FS	89.76	73.91	89.62	89.02	86.55	96.12	90.04	87.02	76.72	79.17	86.51	88.60	77.14	80.28	84.67	83.45	90.73	64.19
ord-FS	89.76	73.91	89.55	89.01	86.30	96.12	90.04	86.86	76.72	79.16	86.38	88.60	77.16	80.25	84.63	83.49	90.62	64.19
mix-FT	90.16	71.58	89.33	88.81	86.46	96.12	89.85	86.90	75.72	76.14	86.57	88.63	72.06	77.97	83.81	82.88	89.99	52.06
naive-mix-train	90.14	72.17	89.16	88.73	86.79	96.10	89.65	87.69	76.50	76.55	86.86	88.16	72.93	79.56	83.70	83.55	90.08	58.95
gradient-mix-train	90.10	75.40	90.58	88.98	86.83	96.09	90.37	88.34	77.76	76.97	87.41	89.41	74.24	82.05	84.61	84.22	90.98	64.58
K=5	ord-FS+dev	91.15	77.74	91.65	89.63	90.24	96.12	91.30	88.19	80.37	81.47	86.63	90.54	83.02	82.80	86.59	83.94	92.54	74.72
ord-FS	91.11	77.60	91.75	89.68	90.15	96.12	91.31	88.07	80.02	81.37	86.54	90.61	82.72	82.75	86.63	83.96	92.48	75.38
mix-FT	89.86	72.07	91.95	89.34	88.27	96.12	91.36	87.56	79.36	79.68	87.14	90.33	79.35	82.58	85.25	83.44	90.85	70.14
naive-mix-train	90.27	77.85	91.81	89.25	89.39	96.09	91.07	87.76	80.61	80.45	87.20	90.02	80.97	85.08	84.98	84.31	91.12	72.96
gradient-mix-train	90.65	79.40	93.13	89.58	89.97	96.07	91.55	88.73	81.08	81.05	87.89	90.67	81.36	85.77	85.61	84.67	91.98	73.53
K=10	ord-FS+dev	92.72	80.16	93.03	90.63	91.94	96.12	91.95	89.12	81.84	83.81	87.21	91.77	85.41	84.62	88.82	85.20	93.44	80.64
ord-FS	92.85	80.26	93.23	90.56	91.76	96.12	91.89	89.10	81.80	83.66	86.92	91.83	85.23	84.68	88.72	85.12	93.30	80.11
mix-FT	90.67	79.62	93.12	89.55	90.23	96.12	91.90	88.48	82.35	83.17	87.91	91.10	84.15	87.05	86.57	84.73	92.39	78.85
naive-mix-train	91.28	80.67	93.24	89.58	90.96	96.07	91.90	88.48	82.35	83.17	87.91	91.10	84.15	87.05	86.57	84.73	92.39	78.85
gradient-mix-train	91.69	81.36	93.94	89.96	91.13	96.11	92.03	89.27	82.76	83.18	88.47	91.72	84.51	87.29	87.39	85.42	92.92	78.26
kk	ko	mr	nl	pt	ru	ta	te	tr	ur	vi	zh	lt	pl	uk	wo	ro	Avg.
K=0	Zero-Shot	78.97	54.11	83.51	89.67	89.69	89.71	77.81	86.78	75.45	67.45	58.83	39.67	84.40	85.01	85.69	28.89	85.58	77.32
K=1	ord-FS	78.81	54.16	82.99	89.65	90.19	89.93	77.72	86.54	75.86	73.50	60.30	60.76	84.73	85.18	86.14	36.85	86.16	80.37
ord-FS	79.42	53.42	81.76	89.41	90.20	89.88	76.86	86.27	75.73	73.24	60.02	60.71	84.59	84.94	86.13	36.84	86.07	80.24
mix-FT	79.78	55.04	83.97	89.56	89.85	90.10	77.37	86.08	76.13	70.46	58.50	59.48	84.72	84.85	86.37	34.76	85.89	79.37
naive-mix-train	79.72	54.68	83.90	89.62	90.29	90.10	77.17	85.56	76.18	74.15	59.17	61.71	85.07	85.61	86.61	38.06	86.36	80.04
gradient-mix-train	80.43	55.26	83.74	89.65	90.58	90.59	78.70	86.85	76.62	77.67	59.89	63.52	85.49	86.75	87.32	40.92	87.15	81.14
K=5	ord-FS+dev	85.88	55.33	83.94	89.81	90.85	91.12	78.44	85.12	75.97	82.00	68.23	73.88	85.49	85.98	87.04	44.40	87.97	83.15
ord-FS	80.86	55.28	82.39	89.90	90.81	91.03	78.62	85.72	75.91	81.86	68.24	73.58	85.58	85.86	87.03	44.29	88.07	82.95
mix-FT	81.27	55.92	85.46	89.43	90.75	90.71	77.66	85.76	77.04	76.94	60.85	69.91	85.31	86.98	87.45	40.07	87.22	81.95
naive-mix-train	81.81	55.95	84.65	89.75	90.98	90.89	78.45	85.62	77.40	81.83	62.91	72.95	85.85	87.06	87.27	45.76	87.57	82.79
gradient-mix-train	82.09	56.34	85.12	89.68	91.25	91.32	80.07	86.26	77.50	83.93	63.90	72.87	86.47	87.99	88.21	48.09	88.03	83.48
K=10	ord-FS+dev	91.13	56.19	83.02	90.05	91.48	91.68	79.25	86.21	76.31	85.11	72.46	77.33	86.81	88.41	88.24	51.06	89.02	84.92
ord-FS	82.21	56.46	83.39	90.07	91.40	91.48	79.49	86.25	76.03	85.22	72.38	77.76	86.83	88.44	88.10	51.44	89.02	84.66
mix-FT	82.16	57.34	85.73	89.57	91.24	81.37	78.80	86.29	77.58	81.88	63.35	74.73	86.11	87.82	88.44	46.80	87.75	83.54
naive-mix-train	82.80	57.35	84.80	89.74	91.66	91.65	79.39	86.34	77.88	85.50	67.98	77.19	86.95	88.42	88.42	53.09	88.62	84.52
gradient-mix-train	83.23	57.46	86.90	89.83	91.75	92.30	79.84	86.77	78.21	85.77	69.94	77.05	87.63	88.97	88.11	55.26	88.70	85.03