Inference strategy	Instance @1 P R	Macro @1 P R	Instance @3 P R	Macro @3 P R	Instance @5 P R	Macro @5 P R	Instance @10 P R	Macro @10 P R
EURLEX-4K
WEIGHTED-TOP-K	100.00	20.53	50.05	33.19	36.83	99.12	60.06	65.95	58.09	60.43	92.58	89.95	66.43	65.11	65.66	52.93	99.96	66.43	66.42	66.42
MACRO-PGREED	100.00	20.53	55.47	28.26	33.76	99.12	60.06	65.54	56.65	59.69	92.58	89.95	66.36	64.93	65.54	52.93	99.96	66.43	66.42	66.42
MACRO-PBCA	100.00	20.53	60.13	31.89	37.57	99.12	60.06	66.35	58.33	61.03	92.58	89.95	66.43	65.18	65.71	52.93	99.96	66.43	66.42	66.42
MACRO-RPRIOR	100.00	20.53	50.05	33.19	36.83	99.12	60.06	65.95	58.09	60.43	92.58	89.95	66.43	65.11	65.66	52.93	98.96	66.43	66.42	66.42
MACRO-RBCA	100.00	20.53	53.01	35.24	39.11	99.12	60.06	66.34	58.69	61.00	92.58	89.95	66.43	65.19	65.71	52.93	99.96	66.43	66.42	66.42
MACRO-FIGREED	100.00	20.53	55.17	31.35	36.27	99.12	60.06	65.64	57.17	59.99	92.58	89.95	66.36	64.94	65.55	52.93	99.96	66.43	66.42	66.42
MACRO-FIBCA	100.00	20.53	57.23	34.84	39.65	99.12	60.06	66.35	58.57	61.12	92.58	89.95	66.43	65.18	65.71	52.93	99.96	66.43	66.42	66.42
AMAZONCAT-13K
WEIGHTED-TOP-K	100.00	29.06	93.05	74.51	78.21	91.73	69.95	99.58	95.56	96.87	77.27	88.81	99.58	98.37	98.82	47.43	97.80	99.58	99.44	99.49
MACRO-PGREED	100.00	29.06	98.40	70.10	77.46	91.73	69.95	99.55	95.27	96.78	77.27	88.81	99.58	98.31	98.80	47.43	97.80	99.58	99.44	99.49
MACRO-PBCA	100.00	29.06	99.14	72.14	78.95	91.73	69.95	99.58	95.48	96.90	77.27	88.81	99.58	98.36	98.83	47.43	97.80	99.58	99.44	99.49
MACRO-RPRIOR	100.00	29.06	93.05	74.51	78.21	91.73	69.95	99.58	95.56	96.87	77.27	88.81	99.58	98.37	98.82	47.43	98.70	99.58	99.44	99.49
MACRO-RBCA	100.00	29.06	94.52	74.75	78.72	91.73	69.95	99.58	95.58	96.89	77.27	88.81	99.58	98.37	98.82	47.43	97.80	99.58	99.43	99.49
MACRO-FIGREED	100.00	29.06	98.29	72.53	78.68	91.73	69.95	99.56	95.38	96.82	77.27	88.81	99.58	98.32	98.80	47.43	97.80	99.58	99.43	99.49
MACRO-FIBCA	100.00	29.06	98.38	74.03	79.68	91.73	69.95	99.58	95.55	96.92	77.27	88.81	99.58	98.36	98.83	47.43	97.80	99.58	99.43	99.49
WIKI-31K
WEIGHTED-TOP-K	100.00	6.19	17.43	13.91	14.84	99.99	18.55	47.67	37.75	39.94	99.93	30.82	64.23	52.71	55.27	98.10	58.83	71.10	67.39	68.56
MACRO-PGREED	100.00	6.19	21.35	10.62	12.43	99.99	18.55	53.77	32.17	36.77	99.93	30.82	65.64	49.18	53.46	98.10	58.83	70.75	66.52	67.96
MACRO-PBCA	100.00	6.19	21.38	10.65	12.46	99.99	18.55	61.79	37.54	42.47	99.93	30.82	70.39	54.16	58.24	98.10	58.83	71.26	67.68	68.87
MACRO-RPRIOR	100.00	6.19	17.43	13.91	14.84	99.99	18.55	47.67	37.75	39.94	99.93	30.82	64.23	52.71	55.27	98.10	58,83	71.10	67.39	68.56
MACRO-RBCA	100.00	6.19	21.06	18.28	19.02	99.99	18.55	54.62	42.65	45.41	99.93	30.82	68.59	55.60	58.55	98.10	58.83	71.26	67.74	68.86
MACRO-FIGREED	100.00	6.19	21.20	14.60	16.09	99.99	18.55	54.49	37.19	40.99	99.93	30.82	66.47	51.53	55.19	98.10	58.83	70.80	66.73	68.09
MACRO-FIBCA	100.00	6.19	21.36	18.26	19.09	99.99	18.55	59.04	42.23	46.11	99.93	30.82	70.10	55.37	58.86	98.10	58.83	71.27	67.72	68.89
WIKIPEDIALARGE-500K
WEIGHTED-TOP-K	100.00	37.10	72.36	49.26	54.43	84.40	73.79	96.74	83.98	87.72	68.87	87.71	98.99	93.53	95.42	44.11	97.48	99.52	98.49	98.90
MACRO-PGREED	100.00	37.10	81.14	44.25	52.36	84.40	73.79	97.45	82.22	87.17	68.87	87.71	99.06	92.92	95.19	44.11	97.48	99.55	98.40	98.86
MACRO-PBCA	100.00	37.10	87.70	48.46	57.03	84.40	73.79	99.19	85.09	89.67	68.87	87.71	99.53	94.04	96.07	44.11	97.48	99.61	98.58	98.99
MACRO-RPRIOR	100.00	37.10	72.36	49.26	54.43	84.40	73.79	96.74	83.98	87.72	68.87	87.71	98.99	93.53	95.42	44.11	98.48	99.52	98.49	98.90
MACRO-RBCA	100.00	37.10	78.55	53.86	59.39	84.40	73.79	98.52	85.87	89.60	68.87	87.71	99.42	94.22	96.04	44.11	97.48	99.58	98.60	98.99
MACRO-FIGREED	100.00	37.10	80.53	48.26	55.46	84.40	73.79	97.63	83.29	87.80	68.87	87.71	99.08	93.19	95.33	44.11	97.48	99.54	98.43	98.88
MACRO-FIBCA	100.00	37.10	85.18	53.26	60.45	84.40	73.79	99.08	85.69	89.88	68.87	87.71	99.49	94.17	96.11	44.11	97.48	99.59	98.60	99.00
AMAZON-670K
WEIGHTED-TOP-K	100.00	25.99	17.51	14.64	15.41	93.39	60.62	40.14	35.43	36.71	87.65	87.65	49.91	47.71	48.41	51.70	100.00	51.81	51.81	51.81
MACRO-PGREED	100.00	25.99	21.37	12.72	14.61	93.39	60.62	43.83	34.21	37.10	87.65	87.65	50.45	47.56	48.63	51.70	100.00	51.81	51.81	51.81
MACRO-PBCA	100.00	25.99	21.84	12.96	14.88	93.39	60.62	46.14	35.91	38.92	87.65	87.65	51.13	48.27	49.33	51.70	100.00	51.81	51.81	51.81
MACRO-RPRIOR	100.00	25.99	17.51	14.64	15.41	93.39	60.62	40.14	35.43	36.71	87.65	87.65	49.91	47.71	48.41	51.70	110.00	51.81	51.81	51.81
MACRO-RBCA	100.00	25.99	19.58	16.63	17.43	93.39	60.62	43.45	37.54	39.18	87.65	87.65	50.88	48.44	49.23	51.70	100.00	51.81	51.81	51.81
MACRO-FIGREED	100.00	25.99	21.15	14.45	16.03	93.39	60.62	44.10	35.16	37.71	87.65	87.65	50.46	47.65	48.67	51.70	100.00	51.81	51.81	51.81
MACRO-FIBCA	100.00	25.99	21.41	16.50	17.73	93.39	60.62	46.17	37.24	39.70	87.65	87.65	51.14	48.38	49.36	51.70	100.00	51.81	51.81	51.81