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ResearchFormerly WizWand

Scientific Paper Retrieval on SCIFULLBENCH ICLR-NeurIPS (References) 1.0

47.31nDCG@300COR
25.501231.163136.82542.4869Jul 14, 2025
Updated 7mo ago

Evaluation results

MethodLinks
CORRetrieval Protocol=COR, Backbone Retriever=Inf-Retriever-v1-1.5B, LLM Engine=Llama-3.2-3B-Instruct2025.0747.3165.31
CORRetrieval Protocol=COR, Backbone Retriever=Inf-Retriever-v1-1.5B, LLM Engine=QWEN-2.5-3B-Instruct2025.0747.2164.78
Inf-Retriever-v1-1.5BRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0745.8461.72
CORRetrieval Protocol=COR, Backbone Retriever=Jina-Embeddings-v2-BASE-EN, LLM Engine=QWEN-2.5-3B-Instruct2025.0738.9155.78
CORRetrieval Protocol=COR, Backbone Retriever=Jina-Embeddings-v2-BASE-EN, LLM Engine=Llama-3.2-3B-Instruct2025.0738.8855.5
Jina-Embeddings-v2-BASE-ENRetrieval Protocol=Full-to-Full (F2F)2025.0737.0550.6
Jina-Embeddings-v2-BASE-ENRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0736.7849.92
SciNCLRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0736.2451.8
SPECTER2-Adapter-MTL CTRLRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0736.2251.07
SPECTER2-BaseRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0735.2450.41
CORRetrieval Protocol=COR, Backbone Retriever=BGE-M3, LLM Engine=QWEN-2.5-3B-Instruct2025.0734.8450.43
CORRetrieval Protocol=COR, Backbone Retriever=BGE-M3, LLM Engine=Llama-3.2-3B-Instruct2025.0733.8149.39
BGE-M3Retrieval Protocol=Full-to-Full (F2F)2025.0733.7145.84
BGE-M3Retrieval Protocol=Abstract-to-Abstract (A2A)2025.0732.0844.09
Inf-Retriever-v1-1.5BRetrieval Protocol=Full-to-Full (F2F)2025.0731.0942.27
SciMult-MHAExpertRetrieval Protocol=Abstract-to-Abstract (A2A)2025.0730.9545.04
BM-25Retrieval Protocol=Abstract-to-Abstract (A2A)2025.0728.2938.21
BM-25Retrieval Protocol=Full-to-Full (F2F)2025.0726.3437.02