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Instruction Induction on Instruction Induction (test)

100Active to Passive

APE

Updated 4d ago

Evaluation Results

Method	Links
APE 2024.03		100	63.7	25	29.2	57.3	6.9	67.3	100	57.4	89.7	100	75.3	99.7	36.3	63.3	45.7	92.7	15.7	74.7	0	91.3	100	67.3	36	34.7	84	87	88.7	33	44	4	0.37	-	-	-	-	-	-	-	-	-
EvoPrompt 2024.03		100	84	31	33	84	11.1	27.3	100	51.6	87.3	100	86	100	55	10	15	98	59.7	24.7	2	93	100	100	40.3	83	85	82.3	80.7	48	51.3	7	0.47	-	-	-	-	-	-	-	-	-
ZOPO 2024.03		100	85.2	32.7	41.7	94.7	23.5	100	100	61.3	92.3	100	86.3	100	52.3	32	56.5	100	100	25.7	7.6	93.5	100	100	43.3	90	85.3	85.3	91	60	59.3	18	0.87	-	-	-	-	-	-	-	-	-
ZOPOGPT 2024.03		100	84	27	29.2	80	2.8	100	100	61.9	92.7	100	77.7	100	40.3	68.7	71	94.7	61	96.7	37.3	89.3	100	100	44.7	92.3	84.7	86.3	86.7	60.3	58.3	15	0.73	-	-	-	-	-	-	-	-	-
Worst Human-Written Prompt 2023.08		100	77	-	-	0	5	87	60	46	20	56	50	44	-	-	35	-	0	95	0	52	99	7	11	42	81	87	88	-	-	-	-	0	47	-	-	-	-	-	-	-
PROmpting 2023.08		100	82	-	-	0	8	100	0	53	59	48	78	100	-	-	37	-	0.02	45	0.05	13	98	99	15	73	82	86	86	-	-	-	-	0	53	-	-	-	-	-	-	-
EvoPrompt 2023.08		100	82	-	-	0	6	100	20	53	7	46	23	12	-	-	43	-	0	45	0.05	22	97	100	14	73	82	83	87	-	-	-	-	0.01	46	-	-	-	-	-	-	-
InstructZero 2024.03		99.7	82.7	25.7	37.5	81.33	8.6	69.3	100	53.1	90	59	77.7	100	36	61.3	50.7	86.7	100	43.3	0	87.7	98.7	100	27.7	71.7	82.3	87.3	87.7	31	59	4	0.43	-	-	-	-	-	-	-	-	-
PACE 2023.08		99	85	-	-	0.53	6	100	100	59	53	100	76	100	-	-	44	-	0.56	100	0.42	91	100	100	12	92	84	83	88	-	-	-	-	0.16	72	-	-	-	-	-	-	-
INSTINCT 2024.03		97	84.7	25	29.2	58.7	21.3	100	93	55.3	93.7	100	81.7	100	34	70	66.7	92.7	100	10	14	89.7	100	100	30.7	85.7	84	88	83	51.3	63.3	10	0.57	-	-	-	-	-	-	-	-	-
Few-shot 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	5.21	3.75	0	60	0	35	50	-
Manual 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	33.7	29.62	36.75	1,460	23.25	49.67	5,710	-
APE 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	51.94	43.81	67.19	4,450	35.88	45.92	7,469	-
ProTEGI 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	51.6	43.75	68.75	2,750	56.25	58.33	6,230	-
StablePrompt 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	57.71	50.58	70.83	4,046	47	59.67	8,255	-
GFLOWPO 2026.02		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	64.96	59.17	73.25	5,753	52.58	63.78	8,500	-