CMDR evaluates multimodal retrieval across document pages
Published on July 8, 2026, the article presents CMDR and CMDR-Bench for retrieving relevant pages from multimodal documents, including queries that depend on context across pages.
Source: CMDR avalia recuperação multimodal de documentos entre páginas (arxiv.org). Text prepared with AI from this source.
What happened and what to do
Published on July 8, 2026, the article presents CMDR and CMDR-Bench for retrieving relevant pages from multimodal documents. The work addresses queries that require context across multiple pages and describes an embedding model for this task. It also notes that page-by-page retrieval can lose context needed to answer queries about an entire document.
A company can evaluate its document search with queries that span pages and modalities, compare page-level retrieval with approaches that preserve document context, and monitor result quality. An implementation could include document ingestion and indexing, a search API, and an evaluation dashboard.
How the consultancy can help
Wendelmaques can diagnose the company's search and document workflows, define an evaluation scope, and implement the required ingestion, indexing, API, and monitoring, as well as support the solution's operation.
Next step
Send a short description of the documents and queries your company needs to handle to receive a scoped proposal.
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