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Models:The generation models are user-selectable in the THEORIZERuser interface and API

Extraction from Paper: Table 10 C Theory Generation Hyperparameters The theory generation procedure is described in Section 4, with full details including promtps in the code release · 2024

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Generating Literature-Driven Scientific Theories at Scale

cs.CL · 2026-01-22 · unverdicted · novelty 6.0

Literature-grounded LLM synthesis of theories from 13.7k papers yields 2.9k theories that better match evidence and predict future results from 4.6k subsequent papers than parametric baselines.

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  • Generating Literature-Driven Scientific Theories at Scale cs.CL · 2026-01-22 · unverdicted · none · ref 11

    Literature-grounded LLM synthesis of theories from 13.7k papers yields 2.9k theories that better match evidence and predict future results from 4.6k subsequent papers than parametric baselines.