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Multi-hop Question Answering on HotpotQA (EM, F1)

74.9F1

CIRAG

Updated 4d ago

Evaluation Results

Method
CIRAG 2026.01	74.9	60.9
MetaRAG 2026.01	74.6	60.8
DualRAG 2026.01	73.3	57.8
KiRAG 2026.01	73.2	59
IRCOT 2026.01	72.8	58.1
GraphAnchor 2026.01	69.64	57.44
GraphAnchor 2026.01	69.34	55.85
CIRAG 2026.01	67.1	52.5
NativeRAG 2026.01	66.9	52.4
GraphAnchor 2026.01	66.03	53.8
GraphAnchor 2026.01	64.37	50.1
MetaRAG 2026.01	63.3	49.6
DualRAG-FT 2026.01	62.6	47.1
KiRAG 2026.01	62.1	49
DeepNote 2026.01	59.97	48.6
DeepNote 2026.01	59.51	47.8
Iter-RetGen 2026.01	58.81	47.4
DualRAG 2026.01	58.7	44.8
IRCOT 2026.01	56.8	42.4
FLARE 2026.01	56.4	41.9
Iter-RetGen 2026.01	55.97	43.8
HippoRAG 2026.02	55.87	49.5
Search-R1 2026.01	54.78	43.4
Vanilla RAG 2026.01	54.73	43.8
Vanilla RAG 2026.01	54.32	42
QuCo-RAG 2025.12	54.2	41.6
Vanilla RAG 2026.01	52.94	42.2
LiR3AG 2025.12	52.1	40.2
Vanilla RAG 2026.01	50.93	40.4
IRCoT 2026.01	50.41	39.6
NativeRAG 2026.01	50.2	34.5
Vanilla RAG 2025.12	50.1	38
IRCoT 2026.01	49.55	36.6
QuCo-RAG 2025.12	46.8	35
QuCo-RAG 2025.12	46.1	35.3
Vanilla RAG 2025.12	45.7	35.6
Vanilla RAG 2025.12	45.2	34.6
Vanilla RAG 2025.12	44.5	32.8
Vanilla RAG 2025.12	44.1	34.2
HyperRetriever 2026.02	43.65	42.5
REPAIR-7B 2026.01	43	32.2
HyperGraphRAG 2026.02	42.69	51
ETC 2025.12	42.2	30.8
REARANK-7B 2026.01	42	30.2
RAPTOR 2026.02	41.56	35.5
HyperMemory 2026.02	41.51	35.5
SR-RAG 2025.12	40.7	29.7
SR-RAG 2025.12	40.4	29.5
SeaKR 2025.12	40.4	28.7
Vanilla RAG 2025.12	40.3	31
FLARE 2025.12	39.8	28.3
SR-RAG 2025.12	39.5	29.7
ETC 2025.12	39.5	29.3
SUNAR_R 2026.01	39.4	28.2
RankZephyr-7B 2026.01	38.8	28.2
QwenRerank-7B 2026.01	37.9	27.8
Contriever 2026.01	37.4	26.4
SeaKR 2025.12	37.3	26.2
Rank-R1-7B 2026.01	37.1	27
Direct Output 2025.12	35.8	25.4
SeaKR 2025.12	35	24.8
ETC 2025.12	34.7	25.1
Wo-RAG 2025.12	33.6	24.4
Wo-RAG 2025.12	31.6	22.6
Direct Output 2025.12	31.6	22.8
Wo-RAG 2025.12	31.3	22
Direct Output 2025.12	28.5	18.5
FLARE 2025.12	28.4	20.3
DRAGIN 2025.12	27.6	19.5
Direct Output 2025.12	25.7	17.2
DRAGIN 2025.12	24.7	17.5
Direct Output 2025.12	24.6	17.6
DRAGIN 2025.12	24.3	17.7
Direct Output 2025.12	23.6	15
FS-RAG 2025.12	21.9	14.6
FLARE 2025.12	21.9	15.3
FS-RAG 2025.12	20.7	14.5
FS-RAG 2025.12	19.5	13.9
ToG 2026.02	11	10.08