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SAGE is a novel evaluation framework for task-oriented dialogue agents that grounds assessments in dialogue state changes and uses abstention to provide cost-effective, accurate turn-level judgments without expensive LLM calls.
StateAct proposes a code-first, multi-agent system for long-horizon computer-use agents that operates directly on program state instead of screenshots, achieving higher success rates and lower costs on OSWorld2.0.