Long-context Question Answering on DetectiveQA-En
75.5AccuracyMiA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=102025.12 | 75.5 | — | |
| MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=102025.12 | 75.5 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=102025.12 | 75.33 | — | |
| MiA-RAGRetriever=MiA-Emb (+sig), Generator=DS-V3.2 (+sig)2026.05 | 74.7 | 44.7 | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=102025.12 | 73.33 | — | |
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=52025.12 | 72.33 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=52025.12 | 71.83 | — | |
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=102025.12 | 71.82 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=102025.12 | 71.67 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=52025.12 | 71.5 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=102025.12 | 71.17 | — | |
| MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=52025.12 | 71.17 | — | |
| MiA-EmbRetriever=MiA-Emb (+sig), Generator=DS-V3.22026.05 | 70.7 | 44.7 | |
| MiA-RAGRetriever=MiA-Emb (+sig), Generator=MiA-Gen-14B (+sig)2026.05 | 70.7 | 44.7 | |
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=32025.12 | 70.33 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=102025.12 | 70.33 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=102025.12 | 70 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=52025.12 | 69.67 | — | |
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=52025.12 | 69.17 | — | |
| MiA-RAGRetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=32025.12 | 69 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=true, top-k=32025.12 | 68.17 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=MiA-Gen-14B, +S (Generator)=true, top-k=32025.12 | 67.67 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=32025.12 | 67.17 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=52025.12 | 66.83 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=102025.12 | 66.67 | — | |
| MiARetriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=32025.12 | 66.5 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=52025.12 | 65.83 | — | |
| MiA (Gen-Only)Retriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=true, top-k=32025.12 | 65.33 | — | |
| MiA (Emb-Only)Retriever=MiA-Emb-8B, +S (Retriever)=true, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=32025.12 | 62.33 | — | |
| Summary-OnlyGenerator=Qwen2.5-72B, +S (Generator)=true2025.12 | 61.33 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=52025.12 | 61.33 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=52025.12 | 59.83 | — | |
| Query-only RAGRetriever=MiA-Emb, Generator=DS-V3.22026.05 | 59.3 | 34 | |
| Query-only RAGRetriever=Qwen3-Emb, Generator=DS-V3.22026.05 | 58.7 | 24.7 | |
| Summary-OnlyGenerator=Qwen2.5-14B, +S (Generator)=true2025.12 | 58 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-72B, +S (Generator)=false, top-k=32025.12 | 55.5 | — | |
| VanillaRetriever=Qwen3-8B, +S (Retriever)=false, Generator=Qwen2.5-14B, +S (Generator)=false, top-k=32025.12 | 55.17 | — | |
| Query-only RAGRetriever=Qwen3-Emb, Generator=Qwen-14B2026.05 | 50.7 | 24.7 |