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@@ -46,7 +46,7 @@ The end-to-end workflow—**Phase 1: compression + indexing, Phase 2: retrieval
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- # Comp4Cls — Full Usage Guide (vLLM + Qwen3-4B)
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  This guide shows how to run **all three stages** of Comp4Cls with vLLM:
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  1) **Entity Extraction** → 2) **Compression** → 3) **Classification**.
 
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+ # Comp4Cls — Full Usage Guide w/ vLLM
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  This guide shows how to run **all three stages** of Comp4Cls with vLLM:
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  1) **Entity Extraction** → 2) **Compression** → 3) **Classification**.