Benchmark update
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@ -156,6 +156,22 @@ The text-vs-image gap on retrieval is small (0.81 pp) but on QA it widens to ~5.
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#### Text embedder + VLM picture descriptions
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##### Retrieval (MAP)
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| Embedding Model | VLM | Source bucket | Cases | MAP |
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|----------------------|----------------------|---------------|------:|-----------:|
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| `qwen3-embedding:4b` | Ollama / ministral-3 | **all** | 3045 | **0.9722** |
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*Measured on haiku.rag v0.45.0.*
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##### QA Accuracy
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| Embedding Model | VLM | QA Model | Accuracy |
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|----------------------|----------------------|------------------|---------:|
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| `qwen3-embedding:4b` | Ollama / ministral-3 | `ollama:qwen3.6` | 0.95 |
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*Measured on haiku.rag v0.45.0, judged by `ollama:qwen3.6` (current default).*
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##### Skill QA + citation retrieval
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| Embedding Model | VLM | Skill model | QA accuracy | Mean `cited_map` |
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