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How do decoder-only llms perceive users? rethinking attention masking for user representation learning

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2026 1

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Uno-Orchestra: Parsimonious Agent Routing via Selective Delegation

cs.AI · 2026-05-06 · unverdicted · novelty 6.0

A learned orchestration policy for LLM agents that jointly optimizes task decomposition and selective routing to (model, primitive) pairs, delivering 77% macro pass@1 at 10x lower cost than strong baselines across 13 benchmarks.

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  • Uno-Orchestra: Parsimonious Agent Routing via Selective Delegation cs.AI · 2026-05-06 · unverdicted · none · ref 72

    A learned orchestration policy for LLM agents that jointly optimizes task decomposition and selective routing to (model, primitive) pairs, delivering 77% macro pass@1 at 10x lower cost than strong baselines across 13 benchmarks.