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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Shafayet Nur

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#small language model Book Open access Oct 2026

The Decomposition Dilemma: When Do Multi-Agent LLM Workflows Help Grounded Knowledge Generation?

A preliminary task-level comparison of a Direct Generation Workflow and a Decomposed Generation Workflow under matched inputs and evaluation conditions provides preliminary evidence that the value of multi-agent decomposition is task-dependent.

A. Hossain, M. Chowdhury, Shafayet Nur et al. · 0 citations
#large language models Book Open access Oct 2026

The Decomposition Dilemma: When Do Multi-Agent LLM Workflows Help Grounded Knowledge Generation?

Large Language Model (LLM) workflows increasingly decompose knowledge-intensive generation into planning, role assignment, subtask execution, and synthesis. Although this structure may support specialization, it also adds coordination and computational overhead. We present a preliminary task-level comparison of a Direc...

A. Hossain, M. Chowdhury, Shafayet Nur et al. · 0 citations

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