Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for earnings call transcripts.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for HTML docs.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for medical records.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for legal contracts.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for Markdown specs.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for financial filings (10-K/10-Q).
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for research papers.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for product manuals.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for Confluence wikis.
Hybrid BM25 + dense retrieval architecture with ColBERT v2 cross-encoder reranking, tuned for medical records.
Prompt and verifier for extracting verifiable citations from a RAG answer over legal contracts, scored by Arena-Hard-Auto.
Prompt and verifier for extracting verifiable citations from a RAG answer over support tickets, scored by Claude Sonnet 4.5 rubric scorer.