Computation and Language (cs.CL)

Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
Language models demonstrate both quantitative improvement and new qualitative capabilities with increasing scale. Despite their …
442 authors including, Andrea Santilli, Antonio Norelli, Emanuele Rodolà, Giambattista Parascandolo, Giorgio Mariani, Luca Moschella, Simone Melzi
PDF Cite TMLR
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
Explanatory Learning: Beyond Empiricism in Neural Networks
We introduce Explanatory Learning (EL), a framework to let machines use existing knowledge buried in symbolic sequences – e.g. …
Antonio Norelli, Giorgio Mariani, Luca Moschella, Andrea Santilli, Giambattista Parascandolo, Simone Melzi, Emanuele Rodolà
PDF Cite arXiv
Explanatory Learning: Beyond Empiricism in Neural Networks