Interactive Query Answering on FB15k237 benchmark leaderboard · SOTA2 Research

Interactive Query Answering on FB15k237

85.66APA (1p)Cosine

Evaluation Results

Method	Links
Cosine2025.08		85.66	85.06	85.8	81.42	77.23	84.68	82.7	82.99	81.64	84.61	84.45	83.6	83.54	83.99	83.38	24.09	16.65	14.52	23.25	27.78	16.77	17.51	15.08	16.31	14.47	13.02	7.89	17.88	16.12	17.24	58.64	55.67	53.23	62.01	63.42	56.37	56.52	54.77	56.52	53.36	51.76	33.15	60.11	56.84	55.17
LightGBM2025.08		80.1	66.07	59.85	71.98	66.97	61.55	61.7	74.45	69.43	61.25	62.89	73.14	75.09	67.58	68	16.93	15.34	14.69	19.82	24.25	18.9	19.31	11.81	15.18	12.03	10.85	8.96	13.28	14.96	15.45	45.62	43.73	42.06	53.42	56.09	48.13	51.49	43.07	49.81	39.32	38.45	36.44	45.42	46.72	45.7
NQR2025.08		76.8	76.11	77.45	71.75	68.76	76.56	74.09	73.78	71.99	74.66	75.29	74.34	73.71	74.27	74.26	25.37	19.08	16.28	26.22	29.17	19.15	20.34	14.6	17.79	15.98	13.11	5.63	18.37	18.84	18.57	57.07	56.39	54.71	61.95	62.79	57.66	58.33	49.37	55.3	51.77	48.81	20.87	56.7	57	53.48
Unconstrained2025.08		58.44	55.67	55.3	55.55	53.45	56.19	54.97	58.06	54.99	53.41	54.4	58.7	59.08	55.74	56	19.97	16.32	15.73	24.02	27.73	21.9	22.27	11.32	15.39	11.55	9.53	3.88	16.08	16.44	16.58	39.92	36.79	36.94	51.4	54.67	44.44	48.28	33.56	43.1	29.86	28.28	10.86	43.37	39.88	38.67