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Fix SIMD index links in SPLADE series parts 1 & 3
Point to the actual posting_list.rs implementation instead of the sparse-vectors article. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Claude Sonnet 4.6
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@@ -238,7 +238,7 @@ A common concern: isn't running a transformer on every query slow?
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| Sparse retrieval (Qdrant) | <1ms | Negligible |
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| **Total** | **10-20ms** | Real-time |
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The retrieval itself is negligible. Qdrant's Rust + [SIMD-optimized inverted index](https://qdrant.tech/articles/sparse-vectors/) scans millions of posting lists in sub-millisecond time. All the latency is in the encoder, which runs once per query regardless of catalog size.
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The retrieval itself is negligible. Qdrant's Rust + [SIMD-optimized inverted index](https://github.com/qdrant/qdrant/blob/master/lib/sparse/src/index/posting_list.rs) scans millions of posting lists in sub-millisecond time. All the latency is in the encoder, which runs once per query regardless of catalog size.
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Optimization strategies if 15ms isn't fast enough:
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- **Batch queries**: Encode multiple queries together (autocomplete, related searches)
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