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Multi-hop QA Retrieval on HotpotQA

78.8Precision@5 (%)GraphER-GCS
71.31273.25675.277.144Mar 26, 2026

Evaluation results

MethodLinks
GraphER-GCSRetriever=Llama-Embed-Nemotron-8B+BM25 + GraphER-GCS2026.0378.888.7—
Llama-Embed-Nemotron-8B+BM25Retriever=Llama-Embed-Nemotron-8B+BM252026.0378.588.284.2
GraphER-GATRetriever=Llama-Embed-Nemotron-8B+BM25 + GraphER-GAT2026.037888.984.9
GraphER-GATRetriever=Cohere-Embed-V4+BM25 + GraphER-GAT2026.0374.78783.7
GraphER-GCSRetriever=Cohere-Embed-V4+BM25 + GraphER-GCS2026.0374.486.4—
Cohere-Embed-V4+BM25Retriever=Cohere-Embed-V4+BM252026.0374.285.582.2
GraphER-PPRRetriever=Llama-Embed-Nemotron-8B+BM25 + GraphER-PPR2026.0372.984.5—
GraphER-PPRRetriever=Cohere-Embed-V4+BM25 + GraphER-PPR2026.0371.685.8—