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Articles

The Information Efficiency Metric (IEM): An Info-Metric Approach for Quantifying AI Language Model Performance

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By Ljerka Luić, Maja Barbić
| Preprints.org
This version is not peer-reviewed. Ljerka Luić ,Maja Barbić ,Marijana Rončević  * Ljerka Luić ,Maja Barbić ,Marijana Rončević  * Submitted: 23 February 2026 You are already at the latest version The interaction between humans and artificial intelligence has become a critical channel for information exchange, yet no quantitative, theoretically grounded framework exists for measuring information efficiency in human–AI communication.
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