Beyond Semantic Similarity

Researchers from multiple institutions propose rethinking retrieval for agentic search beyond semantic similarity, introducing Direct Corpus Interaction as an alternative paradigm. The arXiv paper (2605.05242) argues traditional embedding-based retrieval bottlenecks agentic pipelines. Relevant for RAG and agentic system engineers seeking higher-precision retrieval beyond cosine similarity baselines.