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#arithmetic-reasoning News & Analysis

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

2 articles
AINeutralarXiv – CS AI · Jun 46/10
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Arithmetic Pedagogy for Language Models

Researchers trained a small 86M-parameter language model on Indonesian arithmetic using pedagogically-grounded Chain-of-Thought supervision based on the GASING method, achieving over 80% accuracy on held-out problems. The model developed both procedural reasoning and mental-arithmetic capabilities without reinforcement learning, demonstrating that human teaching methods can guide efficient AI training for mathematical reasoning.

AINeutralarXiv – CS AI · Apr 146/10
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A Triadic Suffix Tokenization Scheme for Numerical Reasoning

Researchers propose Triadic Suffix Tokenization (TST), a novel tokenization scheme that addresses how large language models process numbers by fragmenting digits into three-digit groups with explicit magnitude markers. The method aims to improve arithmetic and scientific reasoning in LLMs by preserving decimal structure and positional information, with two implementation variants offering scalability across 33 orders of magnitude.