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cs.CL2026
Old Ideas, Novel Problems: The Instability of LLM-Based Novelty Evaluation
Noy Sternlicht, Simra Shahid, Peter Jansen +3
AI-based ideation systems are often evaluated on the novelty of their ideas, and that judgment is increasingly delegated to large language models. Such judges are typically built a…
cs.CL2026
Generating Literature-Driven Scientific Theories at Scale
Peter Jansen, Peter Clark, Doug Downey +1
Contemporary automated scientific discovery has focused on agents for generating scientific experiments, while systems that perform higher-level scientific activities such as theor…