Papers/2610.22507
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RealCLI: Toward a Unified Evaluation of Human-Agent Collaboration for CLI Agents

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human-agent collaborationCLI agentsbenchmarkingevaluation frameworks
2610.22507
Builder Relevance
70%
1h ago

Abstract

REALCLI presents a benchmark for evaluating task execution and human-agent collaboration quality in CLI tasks.

Reality Card

Core Claim

REALCLI establishes a comprehensive framework for measuring collaboration quality in CLI agents, revealing significant performance gaps.

Method / Result

The best configuration achieved an average score of only 49.2%, with peak collaboration performance at 37.6%.

Limitations

The study highlights profound capability gaps in current CLI agents, particularly in steerability and trust calibration.

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