📌 Pass Module pass_query_expansion | | 2️⃣ Retrieval | BM25 VectorDB (choose embedding model)

📌 Hybrid Module Hybrid with rrf (reciprocal rank fusion) Hybrid with cc (convex combination) w. four different normalize methods | | 3️⃣Passage Augmenter | Prev Next Augmenter

📌 Pass Module pass_passage_augmenter | | 4️⃣ Passage Reranker | UPR Tart MonoT5 Cohere reranker RankGPT Jina Reranker Sentence Transformer Reranker Colbert Reranker Flag Embedding Reranker Flag Embedding LLM Reranker Time Reranker

📌 Only for Korean Ko-reranker

📌 Pass Module pass_reranker | | 5️⃣ Passage Filter | similarity threshold cutoff similarity percentile cutoff recency filter threshold cutoff percentile cutoff 📌 Pass Module pass_passage_filter | | 6️⃣ Passage Compressor | Tree Summarize Refine

📌 Pass Module pass_compressor | | 7️⃣ Prompt Maker | Default Prompt Maker (f-string) Long Context Reorder | | 8️⃣ Generator | llama index llm openai_llm vllm |