#task-routing News & Analysis

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

2 articles

AIBullisharXiv – CS AI · May 77/10

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Uno-Orchestra: Parsimonious Agent Routing via Selective Delegation

Researchers introduced Uno-Orchestra, a new orchestration framework for multi-agent LLM systems that dynamically decides when to decompose tasks and which model-primitive pairs to use, achieving 77% accuracy across 13 benchmarks while reducing computational costs by an order of magnitude compared to existing approaches.

AINeutralarXiv – CS AI · Apr 106/10

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Commander-GPT: Dividing and Routing for Multimodal Sarcasm Detection

Researchers introduce Commander-GPT, a modular framework that orchestrates multiple specialized AI agents for multimodal sarcasm detection rather than relying on a single LLM. The system achieves 4.4-11.7% F1 score improvements over existing baselines on standard benchmarks, demonstrating that task decomposition and intelligent routing can overcome LLM limitations in understanding sarcasm.

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