List your company
ResearchFormerly WizWand

Knowledge Graph Question Answering on WebQSP (Macro-F1 and Hallucination Reporting)

0.9353Hit RateParallaxRAG + GPT-4o (200)
0.6760280.7433390.810650.877961Oct 17, 2025
Updated 7mo ago

Evaluation results

MethodLinks
ParallaxRAG + GPT-4o (200)Generator=GPT-4o, Number of retrieved triples=2002025.100.93530.7880.8294
ParallaxRAG + Qwen3-30B (500)Generator=Qwen3-30B, Number of retrieved triples=5002025.100.93260.76110.7786
REL-RAG + GPT-4o-miniGenerator=GPT-4o-mini2025.100.9250.787—
ParallaxRAG + Qwen3-30B (200)Generator=Qwen3-30B, Number of retrieved triples=2002025.100.92480.76070.7623
ParallaxRAG + Qwen3-30BGenerator=Qwen3-30B, Number of retrieved triples=1002025.100.9160.75240.7545
SubgraphRAG + GPT-4oGenerator=GPT-4o2025.100.8980.76460.8185
ParallaxRAG + Llama3.1-8B (↔)Generator=Llama3.1-8B, Cross-dataset generalization=true2025.100.89510.69220.8264
RoG + GraphRAG-FI2025.100.89250.7386—
ParallaxRAG + Llama3.1-8BGenerator=Llama3.1-8B, Number of retrieved triples=1002025.100.86850.71730.8364
RoG-Joint2025.100.86670.70260.7613
GNN-RAG2025.100.8570.713—
SubgraphRAG + Llama3.1-8B (↔)Generator=Llama3.1-8B, Cross-dataset generalization=true2025.100.83420.66420.8009
ToG (GPT-4)Generator=GPT-42025.100.826——
EtD2025.100.825——
RoG-Sep2025.100.82190.66450.7279
Retrieve-Rewrite-Answer2025.100.7936——
StructGPT2025.100.7469——
G-Retriever2025.100.73460.53410.6797
KD-CoT2025.100.6860.525—
SR+NSM w E2E2025.10—0.6410.6444
UniKGQA2025.10—0.722—