Artificial Intelligence (cs.AI)

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
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Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
Metric Based Few-Shot Graph Classification
Many modern deep-learning techniques do not work without enormous datasets. At the same time, several fields demand methods working in …
Donato Crisostomi, Simone Antonelli, Valentino Maiorca, Luca Moschella, Riccardo Marin, Emanuele Rodolà
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Metric Based Few-Shot Graph Classification
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
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Explanatory Learning: Beyond Empiricism in Neural Networks