Temporal Knowledge Graph Question Answering on MultiTQ (test) benchmark leaderboard · SOTA2 Research

Temporal Knowledge Graph Question Answering on MultiTQ (test)

77.9Hits@1 (Overall)MemoTime

Evaluation Results

Method	Links
MemoTime2025.10		77.9	53.8	86.8	74.5	85.3
MemoTime2025.10		73	45.9	82.9	67.7	84.6
MemoTime2025.10		68.2	42.5	77.6	62.1	81.7
MemoTime2025.10		64.2	40.3	73	61.5	70.8
TempAgent2025.10		53.9	16.8	68.4	47.8	66.1
ARI2025.10		38	68	21	39.4	34.4
MultiQA2025.10		29.3	15.9	34.7	34.9	15.7
CronKGQA2025.10		27.9	13.4	33.7	32.8	15.6
ReAct KB2025.10		21	13.6	63.5	31.3	30
EmbedKGQA2025.10		20.6	13.4	23.5	29	0.1
KG-RAG2025.10		18.5	16	20	23	7
ALBERT2025.10		10.8	8.6	11.6	13.9	3.2
ChatGPT2025.10		10.2	7.7	14.7	13.7	2
BERT2025.10		8.3	6.1	9.2	10.1	4
AT2QA2026.03		0.887	0.751	0.942	0.864	0.945
Temp-R12026.03		0.78	0.55	0.888	0.714	0.969
PoK2026.03		0.779	0.409	0.929	0.696	0.962
RTQA2026.03		0.765	0.424	0.902	0.692	0.942
MemoTime2026.03		0.73	0.459	0.829	0.677	0.846
TimeR2026.03		0.728	0.335	0.887	0.639	0.945
TempAgent2026.03		0.702	0.316	0.857	0.624	0.87
ARI2026.03		0.38	0.21	0.68	0.394	0.344
Search-R12026.03		0.352	0.094	0.474	0.23	0.705
MultiQA2026.03		0.293	0.159	0.347	0.349	0.157
CronKGQA2026.03		0.279	0.134	0.337	0.328	0.156
EmbedKGQA2026.03		0.206	0.134	0.235	0.29	0.001