Retrieve

Benchmark first

Corpora: BEIR (SciFact, ArguAna, HotpotQA) · LoTTE · KILT

Protocol: Build from corpus documents only; issue the published test queries; preserve ranked IDs and component scores. Report nDCG@10, Recall@100, MRR, p50/p95 query latency, index bytes, and results with ACL pre-filtering. Ablate candidate generation, reranking, fusion, graph expansion, and packing independently.

• Multi-vector retrieval
• SparseCL contradiction retrieval
• Hypothetical and hierarchical retrieval
• Adaptive retrieval and compression
• Retrieval plans and context envelopes