K	Methods	ar	he	vi	id	jv	ms	tl	eu	ml	ta	te	af	nl	en	de	el	bn	hi	mr	ur	fa	fr	it	pt	es
K=0	Zero-Shot	45.75	55.35	78.67	52.47	61.35	69.65	71.95	56.37	65.79	55.82	52.85	78.34	84.50	78.78	78.38	74.39	69.71	61.87	54.85	56.82	79.78	81.39	81.91	76.64
K=1	ord-FS+dev	51.62	55.86	78.10	55.51	63.32	69.18	72.27	59.12	65.27	57.92	53.39	78.53	84.50	78.72	78.91	74.15	70.84	63.66	61.52	65.64	79.17	81.63	81.81	76.82
ord-FS	50.16	52.98	72.25	55.23	60.88	65.05	70.08	58.26	64.64	55.85	52.89	77.77	82.14	84.50	77.76	77.49	68.87	69.8	62.5	54.33	65.63	77.89	80.46	78.71	75.4
mix-FT	51.24	57.53	77.55	51.46	61.81	64.44	70.2	62.64	67.17	59.58	57.46	80.05	83.33	84.50	79.21	78.46	73.12	72.0	64.64	56.95	63.56	80.23	80.80	81.61	77.51
naive-mix-train	54.59	58.21	77.06	58.38	63.38	69.92	73.94	64.31	66.27	61.48	57.47	78.27	83.78	84.40	78.84	79.25	77.01	72.43	66.41	67.16	72.43	80.90	81.33	82.37	80.14
gradient-mix-train	61.75	60.39	79.41	60.49	65.86	71.00	74.98	67.32	69.45	63.69	61.08	79.74	84.12	83.91	79.75	80.69	78.82	74.32	67.9	72.77	77.33	83.39	80.30	83.37	82.20
K=5	ord-FS+dev	60.99	58.72	77.29	73.27	70.44	75.17	73.62	67.96	68.10	56.88	53.58	81.31	83.16	84.50	78.37	78.41	73.30	65.69	67.31	72.02	75.58	78.91	80.30	81.03	81.07
ord-FS	57.69	58.18	68.01	72.43	68.12	73.99	68.57	67.54	65.51	56.05	52.08	79.26	82.11	84.50	75.87	74.11	68.42	64.08	66.31	69.54	75.45	76.99	72.38	77.95	78.36
mix-FT	65.90	64.45	76.80	80.09	69.41	71.63	71.67	71.12	71.58	66.29	63.55	82.30	83.81	84.50	80.20	80.08	73.31	75.09	71.49	74.32	76.00	82.24	81.72	82.69	83.11
naive-mix-train	67.65	64.92	79.34	82.51	70.17	75.84	75.68	70.91	72.17	67.09	63.15	82.15	84.95	84.42	80.34	80.96	77.97	75.80	74.13	76.77	80.31	83.44	82.30	84.20	84.84
gradient-mix-train	71.83	66.04	81.23	83.90	72.42	75.51	76.41	71.64	72.55	67.42	63.42	81.99	84.77	83.98	80.84	81.17	79.29	76.76	73.76	79.96	82.50	83.64	82.04	84.52	85.47
K=10	ord-FS+dev	64.33	61.77	76.13	78.96	71.28	77.80	72.29	69.27	57.31	58.84	81.54	82.60	84.50	79.39	79.08	74.60	66.99	78.05	80.47	79.32	81.07	81.40	80.76
ord-FS	64.59	60.97	74.65	77.72	70.99	77.61	68.58	69.94	67.30	55.03	57.81	81.35	81.88	84.50	78.67	75.63	70.77	71.42	67.31	72.86	80.28	77.75	80.27	79.70	82.13
mix-FT	71.84	66.90	79.75	85.57	73.82	79.83	74.90	73.73	74.59	70.69	65.88	83.43	85.02	84.50	81.38	81.30	78.22	77.29	76.38	79.25	82.25	82.76	82.97	84.77	85.68
naive-mix-train	74.96	67.46	81.15	85.21	73.61	76.39	76.41	74.74	74.42	69.22	65.55	82.71	84.82	84.54	80.70	81.81	79.61	77.71	75.17	80.18	84.23	83.86	82.75	84.75	85.30
gradient-mix-train	75.48	69.17	82.01	86.89	77.93	77.53	77.87	77.35	76.58	72.33	66.69	82.68	85.42	84.05	81.86	82.72	80.90	78.93	77.55	83.87	84.32	83.91	83.51	85.35	86.40
bg	ru	ja	ka	ko	th	sw	yo	my	zh	kk	tr	et	fi	hu	qu	pl	uk	az	lt	pa	gu	ro	Avg.
K=0	Zero-Shot	81.32	70.60	18.31	66.37	57.28	1.02	69.86	32.90	51.97	27.06	50.46	79.30	77.79	79.65	80.12	84.89	74.48	67.61	76.87	48.62	61.59	82.98	64.56
K=1	ord-FS	80.68	72.08	17.81	66.20	57.77	3.46	72.22	46.61	51.38	26.05	50.25	81.53	78.59	80.27	80.05	55.60	81.46	75.29	68.35	77.16	54.64	62.68	83.13	65.92
ord-FS	79.22	68.02	14.92	64.82	54.94	2.13	72.07	45.24	49.72	20.68	49.60	81.51	76.79	79.48	75.06	56.06	81.15	71.14	67.31	76.28	60.03	80.16	81.16	64.11
mix-FT	80.24	72.60	18.37	69.36	60.20	2.09	69.35	36.54	55.52	26.62	53.28	80.70	79.95	80.77	80.87	52.46	75.83	69.49	77.50	51.92	61.08	81.05
naive-mix-train	82.06	72.01	21.64	71.42	60.67	2.04	70.59	39.90	54.99	31.24	53.36	81.14	78.80	79.99	80.54	56.13	81.02	77.47	77.49	75.27	55.29	61.95
gradient-mix-train	82.85	73.12	26.49	73.23	62.33	2.81	74.03	50.45	58.66	34.47	56.00	82.57	80.78	81.54	82.16	54.53	82.37	78.78	73.09	61.36	63.03	61.79	81.62
K=5	ord-FS	80.49	72.83	19.34	69.44	58.08	3.59	75.25	56.54	58.57	25.20	58.83	81.56	80.05	80.82	80.75	52.71	82.53	77.52	68.75	54.93	59.56	83.37
ord-FS	76.01	70.96	18.51	65.33	54.57	3.03	74.72	55.88	52.44	24.12	56.66	79.97	76.98	79.56	79.91	53.11	82.58	74.82	68.62	75.71	52.28	54.96	79.41
mix-FT	82.69	73.77	21.58	73.08	65.44	3.83	74.02	53.59	59.82	30.89	61.81	80.85	82.15	82.42	58.27	82.34	78.17	72.04	79.55	60.23	62.71
naive-mix-train	84.34	74.12	25.05	73.91	64.09	4.64	74.68	57.02	59.00	35.55	61.40	84.09	80.86	81.92	82.65	61.82	82.63	80.27	72.37	80.09	65.26
gradient-mix-train	84.36	74.91	30.45	73.99	65.82	7.77	77.48	60.97	63.78	39.37	61.47	85.21	82.16	82.88	83.06	62.66	83.48	80.27	73.78	81.43	69.89	83.57