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ResearchFormerly WizWand

Scientific Paper Retrieval on SCIFULLBENCH ACL-EMNLP (References) 1.0

34.48nDCG@300COR
20.481624.115827.7531.3842Jul 14, 2025
Updated 7mo ago

Evaluation results

MethodLinks
CORRetrieval Protocol=COR, Backbone Retriever=Inf-Retriever-v1-1.5B, LLM Engine=Llama-3.2-3B-Instruct2025.0734.4853.63
CORRetrieval Protocol=COR, Backbone Retriever=Inf-Retriever-v1-1.5B, LLM Engine=QWEN-2.5-3B-Instruct2025.0734.4153.3
Inf-Retriever-v1-1.5BRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0733.4350.1
Inf-Retriever-v1-1.5BRetrieval Protocol=Full-to-Full (F2F)2025.0732.8648
CORRetrieval Protocol=COR, Backbone Retriever=Jina-Embeddings-v2-BASE-EN, LLM Engine=Llama-3.2-3B-Instruct2025.0728.3444.44
CORRetrieval Protocol=COR, Backbone Retriever=Jina-Embeddings-v2-BASE-EN, LLM Engine=QWEN-2.5-3B-Instruct2025.0728.2144.83
Jina-Embeddings-v2-BASE-ENRetrieval Protocol=Full-to-Full (F2F)2025.0727.5541.69
SciNCLRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0726.1240.71
SPECTER2-Adapter-MTL CTRLRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0725.3238.86
CORRetrieval Protocol=COR, Backbone Retriever=BGE-M3, LLM Engine=QWEN-2.5-3B-Instruct2025.0725.2239.84
SPECTER2-BaseRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0725.0739.02
Jina-Embeddings-v2-BASE-ENRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0724.9637.9
CORRetrieval Protocol=COR, Backbone Retriever=BGE-M3, LLM Engine=Llama-3.2-3B-Instruct2025.0724.6239.22
BGE-M3Retrieval Protocol=Full-to-Full (F2F)2025.0724.1335.88
BM-25Retrieval Protocol=Full-to-Full (F2F)2025.0723.3835.1
SciMult-MHAExpertRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0723.1136.12
BGE-M3Retrieval Protocol=Abstract-to-Abstract (A2A)2025.0722.9534.55
BM-25Retrieval Protocol=Abstract-to-Abstract (A2A)2025.0721.0230.79