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#prolog News & Analysis

2 articles tagged with #prolog. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 47/105
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NeuroProlog: Multi-Task Fine-Tuning for Neurosymbolic Mathematical Reasoning via the Cocktail Effect

Researchers introduce NeuroProlog, a neurosymbolic framework that improves mathematical reasoning in Large Language Models by converting math problems into executable Prolog programs. The multi-task 'Cocktail' training approach shows significant accuracy improvements of 3-5% across different model sizes, with larger models demonstrating better error correction capabilities.

AINeutralarXiv – CS AI · Mar 54/10
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Self-Supervised Inductive Logic Programming

Researchers developed a new self-supervised Inductive Logic Programming approach called Poker that can learn recursive logic programs without requiring expert-crafted negative examples or problem-specific background theories. The system automatically generates and labels new training examples during learning, showing improved performance over existing methods when negative examples are unavailable.