Towards Dialogues for Joint Human-AI Reasoning and Value Alignment

Fuente: arXiv
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Main Authors: Bezou-Vrakatseli, Elfia, Cocarascu, Oana, Modgil, Sanjay
Format: Preprint
Published: 2024
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author Bezou-Vrakatseli, Elfia
Cocarascu, Oana
Modgil, Sanjay
author_facet Bezou-Vrakatseli, Elfia
Cocarascu, Oana
Modgil, Sanjay
contents We argue that enabling human-AI dialogue, purposed to support joint reasoning (i.e., 'inquiry'), is important for ensuring that AI decision making is aligned with human values and preferences. In particular, we point to logic-based models of argumentation and dialogue, and suggest that the traditional focus on persuasion dialogues be replaced by a focus on inquiry dialogues, and the distinct challenges that joint inquiry raises. Given recent dramatic advances in the performance of large language models (LLMs), and the anticipated increase in their use for decision making, we provide a roadmap for research into inquiry dialogues for supporting joint human-LLM reasoning tasks that are ethically salient, and that thereby require that decisions are value aligned.
format Preprint
id arxiv_https___arxiv_org_abs_2405_18073
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Towards Dialogues for Joint Human-AI Reasoning and Value Alignment
Bezou-Vrakatseli, Elfia
Cocarascu, Oana
Modgil, Sanjay
Artificial Intelligence
We argue that enabling human-AI dialogue, purposed to support joint reasoning (i.e., 'inquiry'), is important for ensuring that AI decision making is aligned with human values and preferences. In particular, we point to logic-based models of argumentation and dialogue, and suggest that the traditional focus on persuasion dialogues be replaced by a focus on inquiry dialogues, and the distinct challenges that joint inquiry raises. Given recent dramatic advances in the performance of large language models (LLMs), and the anticipated increase in their use for decision making, we provide a roadmap for research into inquiry dialogues for supporting joint human-LLM reasoning tasks that are ethically salient, and that thereby require that decisions are value aligned.
title Towards Dialogues for Joint Human-AI Reasoning and Value Alignment
topic Artificial Intelligence
url https://arxiv.org/abs/2405.18073