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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Lu-Yu Qiu

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Book Open access Sep 2026

Efficient Ambiguity Resolution via Information-Guided Clarification for Text-to-SQL

This work presents an interactive Text-to-SQL framework that models SQL generation as probabilistic reasoning over multiple candidate queries and selects clarification questions based on the principle of Expected Information Gain, providing an information-theoretic criterion for prioritizing high-impact clarifications...

Lu-Yu Qiu, Jia-Ning Li, Yuan-Feng Song et al. · 0 citations
Preprint Jul 2026

Explaining and Tuning Transformer-based LLMs in Arithmetic Tasks with Human Strategies

The findings reveal that transformer-based large language models exhibit learning patterns similar to those of human learners, with a faster learning speed for simpler subtasks compared to more complex ones, which suggests that transformer-based LLMs may share cognitive processes with human learners in arithmetic.

Luyu Qiu, Jianing Li, Hwanhee Kim et al. · 0 citations

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