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ResearchFormerly WizWand

Document Reranking on SCID

13.919NDCG@5RankT5 + CAR
7.535489.1927410.8512.50726May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RankT5 + CARRetriever=Contriever, Category=Supervised Neural Reranker, Confidence-Aware Reranking=Enabled2026.0513.9190
RankT5Retriever=Contriever, Category=Supervised Neural Reranker2026.0513.913—
Cross-Encoder + CARRetriever=Contriever, Category=Supervised Neural Reranker, Confidence-Aware Reranking=Enabled2026.0513.0660
Cross-EncoderRetriever=Contriever, Category=Supervised Neural Reranker2026.0513.063—
ColBERT + CARRetriever=Contriever, Category=Supervised Neural Reranker, Confidence-Aware Reranking=Enabled2026.0512.4860.1
ColBERTRetriever=Contriever, Category=Supervised Neural Reranker2026.0512.468—
QLM + CARLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker, Confidence-Aware Reranking=Enabled2026.0512.2160.3
QLMLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker2026.0512.177—
Contriever + CARRetriever=Contriever, Category=Retriever Only, Confidence-Aware Reranking=Enabled2026.0511.8570.5
RankGPT + CARLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker, Confidence-Aware Reranking=Enabled2026.0511.8570.5
ContrieverRetriever=Contriever, Category=Retriever Only2026.0511.8—
RankGPTLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker2026.0511.8—
YesNo + CARLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker, Confidence-Aware Reranking=Enabled2026.058.9114.5
YesNoLLM=Qwen2.5-7B-Instruct, Retriever=Contriever, Category=LLM-based Reranker2026.057.781—