Intelligent Multi-Dimensional Paper Scoring Framework (IMPSF)
Intelligent Multi-Dimensional Paper Scoring Framework (IMPSF), a novel methodology for the quantitative and reproducible evaluation of scholarly literature.
The IMPSF employs a multi-agent system to assess papers across four key dimensions: Technical Innovation, Empirical Rigor, Cinematic Applicability, and Methodological Soundness.
A critical innovation is our empirically grounded weighting scheme for these dimensions, optimized on a targeted subset of the S2ORC corpus to reflect performance in cinematic AI workflows.
More details: A systematic review for 2019–2025 on deep learning models in the film production industry, Behnam Yousefimehr, Mehdi Ghatee, Shervin Ghaffari, Arash Arasteh, Parsa Ahmadi, Amirhossein Ghane, Sina Esnaasharieh, Entertainment Computing, Volume 56, January 2026, 101076
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