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Multi-hop Question Answering on LV-Eval (test)

12.9F1 ScoreHippoRAG2
0.5243.7376.9510.163Feb 24, 2026

Evaluation results

MethodLinks
HippoRAG2Backbone=Llama-3.3-70B-Instruct2026.0212.9
HELPBackbone=Llama-3.3-70B-Instruct2026.0212.5
GraphRAGBackbone=Llama-3.3-70B-Instruct2026.0211.2
LinearRAGBackbone=Llama-3.3-70B-Instruct, Local Reproduction=true2026.0210.3
GritLM-7BBackbone=Llama-3.3-70B-Instruct2026.029.8
NV-Embed-v2Backbone=Llama-3.3-70B-Instruct2026.029.8
HippoRAGBackbone=Llama-3.3-70B-Instruct2026.028.4
ContrieverBackbone=Llama-3.3-70B-Instruct2026.028.1
GTRBackbone=Llama-3.3-70B-Instruct2026.027.1
GTE-Qwen2-7BBackbone=Llama-3.3-70B-Instruct2026.027.1
NoneBackbone=Llama-3.3-70B-Instruct2026.026
BM25Backbone=Llama-3.3-70B-Instruct2026.025.9
RAPTORBackbone=Llama-3.3-70B-Instruct2026.025
LightRAGBackbone=Llama-3.3-70B-Instruct2026.021