#intermediate-representations News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Jun 96/10

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From Statute to Control Flow: Span-Grounded Deontic Trees for Defeasible Scope Parsing

Researchers introduce NormBench, a benchmark with 2,290 legal provisions across multiple languages, and Span-Grounded Deontic Trees (SG-DT), a structured representation method designed to address Silent Scope Omission—where AI systems appear compliant but fail to apply nested exceptions correctly. Testing reveals that frontier LLMs struggle with recursive defeater chains and struggle to assemble correct logical control flow despite retrieving relevant source material.

AIBullisharXiv – CS AI · Mar 166/10

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Task-Specific Knowledge Distillation via Intermediate Probes

Researchers introduce a new knowledge distillation framework that improves training of smaller AI models by using intermediate representations from large language models rather than their final outputs. The method shows consistent improvements across reasoning benchmarks, particularly when training data is limited, by providing cleaner supervision signals.