Single-Turn and Multi-Turn Interactions in Frontier Generative AI Models

Description and use

<h2> State, cost, reliability, security, and governance </h2> <p><strong>SGAEIA Research Series — Article 25</strong><br><br> <strong>Aridio Silva — Independent Researcher, Brazil</strong><br><br> <strong>ORCID:</strong> 0009-0008-2411-6995<br><br> <strong>DOI:</strong> <code>10.5281/zenodo.23867630</code><br><br> <strong>License:</strong> CC BY 4.0</p> <h1> Abstract </h1> <p>This article examines how moving from a single-turn interaction to a multi-turn trajectory changes the state, cost, reliability, security, and governance of systems built on large language models. The analysis is a critic

Problem

<h2> State, cost, reliability, security, and governance </h2> <p><strong>SGAEIA Research Series — Article 25</strong><br><br> <strong>Aridio Silva — Independent Researcher, Brazil</strong><br><br> <strong>ORCID:</strong> 0009-0008-2411-6995<br><br> <strong>DOI:</strong> <code>10.5281/zenodo.23867630</code><br><br> <strong>License:</strong> CC BY 4.0</p> <h1> Abstract </h1> <p>This article examines how moving from a single-turn interaction to a multi-turn trajectory changes the state, cost, reliability, security, and governance of systems built on large language models. The analysis is a critic

Outcome

<h2> State, cost, reliability, security, and governance </h2> <p><strong>SGAEIA Research Series — Article 25</strong><br><br> <strong>Aridio Silva — Independent Researcher, Brazil</strong><br><br> <strong>ORCID:</strong> 0009-0008-2411-6995<br><br> <strong>DOI:</strong> <code>10.5281/zenodo.23867630</code><br><br> <strong>License:</strong> CC BY 4.0</p> <h1> Abstract </h1> <p>This article examines how moving from a single-turn interaction to a multi-turn trajectory changes the state, cost, reliability, security, and governance of systems built on large language models. The analysis is a critic

Evidence

Single-Turn and Multi-Turn Interactions in Frontier Generative AI Models

Source