Entity Regression on RelBench V1 benchmark leaderboard · SOTA2 Research

Entity Regression on RelBench V1

0.031Avito CTR Error (MAE)TabPFN-REL

Evaluation Results

Method	Links
TabPFN-REL2026.05		0.031	3.757	0.241	40.202	0.385	14.359	46.199	0.068	0.059	0.864	3.56	—
TabPFN-REL2026.07		0.031	—	—	40.202	0.385	14.359	46.199	0.068	0.059	—	4.86	14.472
KumoRFMv22026.05		0.033	4.022	0.241	41.974	0.433	14.627	45.352	0.065	0.043	0.866	4.33	—
RelAgent2026.07		0.033	—	—	37.194	0.386	13.949	41.765	0.064	0.035	—	2.21	13.347
KumoRFM-2 (repro.)*2026.07		0.033	—	—	41.974	0.433	14.627	45.352	0.065	0.043	—	4.93	14.647
RDBLearn (v1.1)2026.07		0.033	—	—	43.2	0.378	14.504	47.038	0.067	0.063	—	5.57	15.04
RDBLearn2026.05		0.034	3.834	0.237	43.913	0.424	14.54	48.559	0.068	0.064	0.906	5.11	—
RDBLearn + v2.52026.05		0.034	3.93	0.243	43.409	0.429	14.463	49.053	0.068	0.066	0.913	6.28	—
RDBLearn + v32026.05		0.034	3.835	0.245	43.29	0.375	14.72	50.097	0.068	0.064	0.898	5.89	—
KumoRFM-2 (orig.)*2026.07		0.034	—	—	43.293	0.433	13.921	46.992	0.064	0.034	—	3.86	14.967
RelGT2026.05		0.035	3.917	0.25	43.992	0.326	14.267	48.922	0.065	0.054	0.87	4.67	—
KumoRFMv1*2026.05		0.035	2.747	0.264	58.231	0.417	16.161	55.254	0.065	0.04	0.908	6.06	—
RelGT2026.07		0.035	—	—	43.992	0.326	14.267	48.922	0.065	0.054	—	5.14	15.38
KumoRFM-12026.07		0.035	—	—	58.231	0.417	16.161	55.254	0.065	0.04	—	7.64	18.6
RelGNN2026.05		0.037	3.798	0.238	44.461	0.301	14.23	48.767	0.065	0.054	0.861	3.72	—
RelGNN2026.07		0.037	—	—	44.461	0.301	14.23	48.767	0.065	0.054	—	5.21	15.416
RandGNN2026.07		0.038	—	—	53.37	0.434	17.58	66.13	0.071	0.065	—	11.43	19.67
GraphSAGE2026.05		0.041	4.022	0.258	44.473	0.4	14.313	50.053	0.065	0.056	0.918	6.39	—
LightGBM2026.07		0.041	—	—	44.011	0.425	16.783	60.569	0.068	0.076	—	9.93	17.425
GraphSAGE2026.07		0.041	—	—	44.473	0.4	14.313	50.053	0.065	0.056	—	7.21	15.629
Global Median2026.07		0.043	—	—	57.533	0.462	16.783	64.234	0.068	0.076	—	11.71	19.886
Entity Median2026.07		0.046	—	—	57.93	0.441	17.423	66.436	0.069	0.078	—	12.71	20.346
Griffin2026.05		0.05	4.46	0.461	78.232	0.463	35.59	53.214	0.092	0.151	1.471	10.56	—
Griffin2026.07		0.05	—	—	78.232	0.463	35.59	53.214	0.092	0.151	—	13.86	23.97
RT*zero2026.05		0.058	2.901	0.379	73.999	0.455	18.802	57.996	0.11	0.089	1.24	9.44	—
RT2026.07		0.058	—	—	73.999	0.455	18.802	57.996	0.11	0.089	—	13.71	21.644