multilingual-retrieval

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Beyond Monolingual Deep Research: Evaluating Agents and Retrievers with Cross-Lingual BrowseComp-Plus

arXiv cs.CL · 2026-06-16 Cached

Introduces XBCP (Cross-lingual BrowseComp-Plus), a benchmark for evaluating deep research agents and retrievers in cross-lingual and multilingual settings. Results show significant performance degradation when evidence is in a different language from the query, highlighting both retrieval failures and agent-side difficulty in integrating language-mismatched evidence.

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