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#symbolic-inference News & Analysis

3 articles tagged with #symbolic-inference. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AIBullisharXiv – CS AI · Jun 237/10
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VADAOrchestra: Neurosymbolic Orchestration of Adaptive Reasoning Workflows

Researchers introduce VADAOrchestra, a neurosymbolic framework that combines Large Language Model-based orchestration with symbolic logic programming to execute complex, adaptive workflows. The system addresses key limitations of both traditional business process management and pure LLM-based agents by providing verifiable reasoning traces, improved scalability, and explainability while maintaining runtime adaptability.

AIBullisharXiv – CS AI · Mar 276/10
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Mapping the Course for Prompt-based Structured Prediction

Researchers propose combining large language models (LLMs) with combinatorial inference to address hallucinations and improve structured prediction accuracy. The study finds that incorporating symbolic inference yields more consistent predictions than prompting alone, with calibration and fine-tuning further enhancing performance on complex tasks.