A Roadmap Towards Practical Applications of Neurosymbolic Learning and Reasoning
ThiviyanThanapalasingam, AnnettetenTeije, Frank van Harmelen et al.
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Preprint
Aug 2026
Narcissus: Program Synthesis Using Context-Aware LLM Approximations
Narcissus is a synthesizer that keeps the proposals as syntax trees and scores each expansion of a candidate program in its context: does a proposal with the same surrounding structure continue the same way, and does the expansion rebuild a fragment the proposals repeat?
Tilman Hinnerichs, Sebastijan Dumančić, Neil Yorke-Smith
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