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General Question Answering on Aggregated Benchmarks Average
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61.2
Average F1
SemFlowRAG
4.416
19.158
33.9
48.642
Jun 26, 2026
Average F1
Updated 26d ago
Evaluation Results
Method
Method
Links
Average F1
SemFlowRAG
Knowledge Representati...
2026.06
61.2
HippoRAG 2
Knowledge Representati...
2026.06
59.8
HippoRAG 2 (reproduced)
Knowledge Representati...
2026.06
59.6
NV-Embed-v2 (7B)
Knowledge Representati...
2026.06
57
GritLM-7B
Knowledge Representati...
2026.06
56.1
GTE-Qwen2-7B-Instruct
Knowledge Representati...
2026.06
54.9
HippoRAG
Knowledge Representati...
2026.06
53.1
GTR
Knowledge Representati...
2026.06
50.4
GraphRAG
Knowledge Representati...
2026.06
49.6
RAPTOR
Knowledge Representati...
2026.06
48.8
BM25
Knowledge Representati...
2026.06
47.7
Contriever
Knowledge Representati...
2026.06
46.9
Llama-3.3-70B-Instruct w/o Retrieval
Knowledge Representati...
2026.06
38.4
LightRAG
Knowledge Representati...
2026.06
6.6
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