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The Cartographer
First Neural Conjecturing Datasets and Experiments
May 29, 2020 Β· Declared Dead Β· π International Conference on Intelligent Computer Mathematics
"No code URL or promise found in abstract"
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Authors
Josef Urban, Jan JakubΕ―v
arXiv ID
2005.14664
Category
cs.AI: Artificial Intelligence
Cross-listed
cs.LG,
cs.LO,
cs.NE,
cs.SC
Citations
43
Venue
International Conference on Intelligent Computer Mathematics
Last Checked
4 months ago
Abstract
We describe several datasets and first experiments with creating conjectures by neural methods. The datasets are based on the Mizar Mathematical Library processed in several forms and the problems extracted from it by the MPTP system and proved by the E prover using the ENIGMA guidance. The conjecturing experiments use the Transformer architecture and in particular its GPT-2 implementation.
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