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ResearchFormerly WizWand

Long-context Question Answering on DetectiveQA-En

75.5AccuracyMiA
49.70856.40463.169.796Dec 19, 2025Jan 11, 2026Feb 3, 2026Feb 26, 2026Mar 21, 2026Apr 13, 2026May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=102025.1275.5—
MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=102025.1275.5—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=102025.1275.33—
MiA-RAGRetriever=MiA-Emb (+sig), Generator=DS-V3.2 (+sig)2026.0574.744.7
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=102025.1273.33—
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=52025.1272.33—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=52025.1271.83—
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=102025.1271.82—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=102025.1271.67—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=52025.1271.5—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=102025.1271.17—
MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=52025.1271.17—
MiA-EmbRetriever=MiA-Emb (+sig), Generator=DS-V3.22026.0570.744.7
MiA-RAGRetriever=MiA-Emb (+sig), Generator=MiA-Gen-14B (+sig)2026.0570.744.7
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=32025.1270.33—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=102025.1270.33—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=102025.1270—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=52025.1269.67—
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=52025.1269.17—
MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=32025.1269—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=32025.1268.17—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=32025.1267.67—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=32025.1267.17—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=52025.1266.83—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=102025.1266.67—
MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=32025.1266.5—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=52025.1265.83—
MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=32025.1265.33—
MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=32025.1262.33—
Summary-OnlyGenerator=Qwen2.5-72B, +S (Generator)=true2025.1261.33—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=52025.1261.33—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=52025.1259.83—
Query-only RAGRetriever=MiA-Emb, Generator=DS-V3.22026.0559.334
Query-only RAGRetriever=Qwen3-Emb, Generator=DS-V3.22026.0558.724.7
Summary-OnlyGenerator=Qwen2.5-14B, +S (Generator)=true2025.1258—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=32025.1255.5—
VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=32025.1255.17—
Query-only RAGRetriever=Qwen3-Emb, Generator=Qwen-14B2026.0550.724.7