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Question Answering on MusiqueQA

26.933AccuracyVGraphRAG
0.8297.60614.38321.16Mar 6, 2025

Evaluation results

MethodLinks
VGraphRAG2025.0326.93340.026
RAPTORLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token, Clustering method=K-means2025.0324.13335.595
RAPTOR2025.0324.13335.595
KGPLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.0317.33327.572
VanillaRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.0317.23327.874
HippoRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.031728.117
FastGraphRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.0313.63324.47
LGraphRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.0312.46723.996
LGraphRAG2025.0312.46723.996
DALKLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.0311.36722.484
HLightRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.031121.143
LLightRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.039.66719.81
ToGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.039.36720.536
GLightRAGLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.037.26717.204
G-retrieverLLM=Llama-3-8B, Embedding model=BGE-M3, top-k=4, chunk size=1,200-token2025.032.73311.662
ZeroShotLLM=Llama-3-8B2025.031.8335.072