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Extreme Multi-label Classification on Amazon-670K

53.02P@1

ELIAS++

Updated 23h ago

Evaluation Results

Method
ELIAS++ 2022.10	53.02	47.18	42.97	34.32	38.12	41.93
CascadeXML 2022.10	52.15	46.54	42.44	-	-	-
Label Disentanglement 2021.06	50.7	45.4	41.55	36.39	39.15	41.96
Overlap-XMC 2022.10	50.7	45.4	41.55	36.39	39.15	41.96
ELIAS 2022.10	50.63	45.49	41.6	32.59	36.44	39.97
DENSE 2026.05	50.6	45.2	41.1	-	-	-
CascadeXML 2022.10	50.41	45.32	41.55	-	-	-
XR-Transformer 2022.10	50.11	44.56	40.64	-	-	-
XR-Transformer 2022.10	50.11	44.56	40.64	36.16	38.39	40.99
DENSE 2024.11	49.8	44.2	40.1	-	-	-
LightXML 2022.10	49.32	44.17	40.25	-	-	-
LightXML 2022.10	49.1	43.83	39.85	-	-	-
CASCADEXML 2024.11	48.5	43.7	40	-	-	-
CASCADEXML 2026.05	48.5	43.7	40	-	-	-
HASTE 2026.05	48.1	43.1	39.2	-	-	-
HASTE 2026.05	48.1	43.1	39.2	-	-	-
X-Transformer 2021.06	48.07	42.96	39.12	36.06	38.38	41.04
X-Transformer 2022.10	48.07	42.96	39.12	-	-	-
Astec 2022.10	47.77	42.79	39.1	32.13	35.14	37.82
AttentionXML 2022.10	47.68	42.7	38.99	-	-	-
AttentionXML 2021.06	47.58	42.61	38.92	30.29	33.85	37.13
AttentionXML 2022.10	47.58	42.61	38.92	30.29	33.85	37.13
LIGHTXML 2026.05	47.3	42.2	38.5	-	-	-
LIGHTXML 2024.11	47.1	42	38.2	-	-	-
SPARTEX 2024.11	47.1	41.8	38	-	-	-
SPARTEX 2026.05	47.1	41.8	38	-	-	-
GLaS 2022.10	46.38	42.09	38.56	38.94	39.72	41.24
ATTENTIONXML 2024.11	45.7	40.7	36.9	-	-	-
Bonsai 2021.06	45.58	40.39	36.6	27.08	30.79	34.11
Bonsai 2022.10	45.58	40.39	36.6	-	-	-
Bonsai 2022.10	45.58	40.39	36.6	27.08	30.79	34.11
XR-Linear 2022.10	45.36	40.35	36.71	-	-	-
RIGL 2024.11	45.2	38.7	36	-	-	-
RIGL 2026.05	45.2	38.7	36	-	-	-
BLOCK SPARSE 2026.05	45	39.8	35.7	-	-	-
Parabel 2021.06	44.91	39.77	35.98	26.36	29.95	33.17
Parabel 2022.10	44.91	39.77	35.98	-	-	-
Parabel 2022.10	44.89	39.8	36	25.43	29.43	32.85
DISMEC 2021.06	44.78	39.72	36.17	26.26	30.14	33.89
DISMEC 2022.10	44.78	39.72	36.17	-	-	-
DISMEC 2022.10	44.7	39.7	36.1	27.8	30.6	34.2
DENSE BN 2024.11	44.5	39.7	36.1	-	-	-
DENSE BN 2026.05	43.8	39.2	35.9	-	-	-
DENSE 2026.05	43.7	39.1	35.9	-	-	-
XR-Linear 2022.10	43.38	38.4	34.77	-	-	-
HASTE 2026.05	43	38.7	35.5	-	-	-
HASTE 2026.05	43	38.7	35.5	-	-	-
SPARTEX 2026.05	42.6	38.2	35.1	-	-	-
eXtremeText 2021.06	42.54	37.93	34.63	-	-	-
eXtremeText 2022.10	42.54	37.93	34.63	-	-	-
XR-LINEAR 2021.06	42.51	37.32	33.6	-	-	-
CASCADEXML 2026.05	42.1	37.5	34.1	-	-	-
AnnexML 2021.06	42.09	36.61	32.75	21.46	24.67	27.53
RIGL 2026.05	42	37.3	34.4	-	-	-
LIGHTXML 2026.05	41.6	37.2	33.9	-	-	-
SPLAT 2026.05	41.4	36.2	32.3	-	-	-
DENSE BN 2026.05	41.3	36.8	33.7	-	-	-
VENOM 2026.05	41.2	36.1	32	-	-	-
SPLAT 2026.05	40.5	36.2	33	-	-	-
VENOM 2026.05	39.5	35	31.6	-	-	-
BLOCK SPARSE 2026.05	39.4	34.6	30.9	-	-	-
XML-CNN 2021.06	33.41	30	27.42	17.43	21.66	24.42
Slice 2022.10	33.15	29.76	26.93	20.2	22.69	24.7
DISMEC 2022.10	-	-	-	26.26	30.14	33.89
ProXML 2022.10	-	-	-	30.31	32.31	34.43
PfastreXML 2022.10	-	-	-	29.3	30.8	32.43
Parabel 2022.10	-	-	-	26.36	29.95	33.17
Bonsai 2022.10	-	-	-	27.08	30.79	34.11
XML-CNN 2022.10	-	-	-	17.43	21.66	24.42
AttentionXML 2022.10	-	-	-	29.3	32.36	35.12
XR-Transformer 2022.10	-	-	-	29.21	33.49	37.65
CascadeXML 2022.10	-	-	-	30.45	35.02	38.97
AttentionXML* 2022.10	-	-	-	30.29	33.85	37.13
CascadeXML* 2022.10	-	-	-	31.4	36.22	40.28
XR-Transformer* 2022.10	-	-	-	29.77	34.05	38.29
CascadeXML* 2022.10	-	-	-	30.77	35.78	40.52
RENEE 2026.05	-	-	-	27	31.1	34.89
DENSE BN 2026.05	-	-	-	23.8	28.1	32.2
SPARTEX 2026.05	-	-	-	24.1	28	31.6
HASTE 2026.05	-	-	-	25.3	29.2	33