AINeutralarXiv – CS AI · 10h ago6/10
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AgentMeter: Evaluating Model-CLI Matching for CLI-Based Local Task-Solving Agents
Researchers introduce AgentMeter, a benchmark for evaluating how language models perform with different command-line interfaces (CLIs) in local task-solving agents. The study reveals that model selection and CLI choice significantly impact performance metrics, cost, and token efficiency, demonstrating that deployment decisions require evaluating model-CLI pairs as integrated units rather than separately.
🧠 GPT-5