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#structured-output News & Analysis

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

2 articles
AIBullisharXiv – CS AI · 3h ago6/10
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Learning the Error Patterns of Language Models

Researchers propose Palla, an algorithm that learns symbolic constraint functions called prefix filters to capture and correct systematic error patterns in large language models. By analyzing domain-specific failures (e.g., using Python syntax in TypeScript code), Palla enables constrained sampling to significantly improve compilation rates and output validity without retraining models.

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AINeutralarXiv – CS AI · Apr 66/10
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StructEval: Benchmarking LLMs' Capabilities to Generate Structural Outputs

Researchers introduce StructEval, a comprehensive benchmark for evaluating Large Language Models' ability to generate structured outputs across 18 formats including JSON, HTML, and React. Even state-of-the-art models like o1-mini only achieve 75.58% average scores, with open-source models performing approximately 10 points lower.