Meituan's LongCat launched LoHoSearch, a tougher benchmark replacing BrowseComp. It auto-generates questions from 7.62M Wikipedia entities, removing difficulty ceilings. Top models scored only 34.74% vs 90% on BrowseComp, exposing search agents' true weaknesses. Context strategies yield minimal gains. The 544-question benchmark is open-sourced.
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