--- format: "aidr-story-markdown/v1" id: "6b62b3cf0e2a97c74ca4c567fdf0f8fe670f8a67f391e147681219c21e31ecf4" canonical_url: "https://aidr.today/6b62b3cf?lang=en" title: "After One-Click Video: The Inflow of Service-Type Content, the Failure of the Recommendation Pool Mechanism, and the BoLe System" lang: "en" requested_lang: "en" available_langs: ["en","vi"] translation_fallback: null fallback_fields: [] published_at: "2026-10-30T00:00:00.000Z" category: "Research" topics: ["llm"] source_urls: ["https://huggingface.co/papers/2610.37695"] summary: "The rise of one-click video content generated by large language models has increased service-type content on platforms, which may disrupt the content industry by unbalancing the ratio between service-type and work-type content and diluting good content through recommendation pool mechanisms." --- # After One\-Click Video: The Inflow of Service\-Type Content, the Failure of the Recommendation Pool Mechanism, and the BoLe System > [Open the canonical story]() **Published:** 2026-10-30T00:00:00.000Z **Category:** Research **Topics:** llm ## Summary The rise of one\-click video content generated by large language models has increased service\-type content on platforms, which may disrupt the content industry by unbalancing the ratio between service\-type and work\-type content and diluting good content through recommendation pool mechanisms\. ## Sources - [Story source]()