Manual context attachment produces a combinatorial collapse in AI task-success probability as personal corpus size and multi-document conjunctivity grow, while dynamic retrieval is insulated from that collapse, creating an inequality dimension complementary to agentic access.
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Established and new NLP authors are migrating from *ACL venues to general ML venues, with ML venues conferring a large content-matched citation premium.
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The Context Access Divide: Interaction-Level Architecture as a Complementary Dimension of Agentic Inequality
Manual context attachment produces a combinatorial collapse in AI task-success probability as personal corpus size and multi-document conjunctivity grow, while dynamic retrieval is insulated from that collapse, creating an inequality dimension complementary to agentic access.
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The Future of NLP may not be at NLP Conferences: Scholarly Migration Patterns in Natural Language Processing
Established and new NLP authors are migrating from *ACL venues to general ML venues, with ML venues conferring a large content-matched citation premium.