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Summary-style Queries on LinkedIn's Hiring Agent Summary-style queries v1.0 (test)

2.33Latency (s)

RAG

Updated 1mo ago

Evaluation Results

Method	Links
RAG 2026.04		2.33	1	0.6
Mem0 2026.04		2.61	1	0.25
RAG 2026.04		2.63	1	1.53
RAG 2026.04		2.65	1	0.97
RAG 2026.04		2.71	1	1.67
RAPTOR 2026.04		2.71	1	0.45
RAG 2026.04		2.75	1	1.02
RAPTOR 2026.04		2.76	1	0.45
RAG 2026.04		2.83	1	1.62
Mem0 2026.04		2.84	1	0.19
RAG 2026.04		2.86	1	2.8
RAG 2026.04		2.92	1	0.55
RAG 2026.04		3.03	1	4.67
RAG 2026.04		3.05	1	2.92
RAG 2026.04		3.23	1	1.66
HLTM 2026.04		3.36	2	3.24
A-Mem 2026.04		3.4	1	11.82
A-Mem 2026.04		3.54	1	11.85
HLTM 2026.04		3.72	2	3.68
RAG 2026.04		3.78	1	4.67
Full-context 2026.04		3.79	1	33.85
HippoRAG 2026.04		4.56	1.94	15.02
ReadAgent 2026.04		4.84	2	9.33
HippoRAG 2026.04		5.02	1.94	17.04
ReadAgent 2026.04		5.5	2	13.31
Full-context 2026.04		5.83	1	33.85
SimpleMem 2026.04		16.81	6.11	6.59
GraphRAG 2026.04		20.91	21.99	34.18
SimpleMem 2026.04		35.58	7	17.18