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THOTH AI BLOG

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Active Learning Grew a Second Lever

June 4, 2026

A 34-author survey led by Yu Xia at UC San Diego — with collaborators across Adobe Research and nine other labs — was accepted to ACL 2025, and it’s worth your time if you build data pipelines. The title carries the whole argument: “From Selection to Generation.” For most of

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A reading list worth keeping: LLM4Annotation

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The 42× number that should change how you scope annotation projects

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One Name, Two Jobs: The Quiet Split Happening Inside Data Labeling

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AI Text Detectors Fail in the Wild. Now We Know Why. 

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Active Learning Grew a Second Lever

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The Mirror Test for LLMs: Why Self-Detection Falls Apart Right When It Matters

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