Decision Support Tools

Source papers 13

The Arxiv papers behind this sub-topic. Links may take you off-site to arxiv.org.

• AInsight: Augmenting Expert Decision-Making with On-the-Fly Insights Grounded in Historical Data
  In decision-making conversations, experts must navigate complex choices and make on-the-spot decisions while engaged in conversation. Although extensive historical data often exists, the real-time nat…
• Agreement Tracking for Multi-Issue Negotiation Dialogues
  Amogh Mannekote, Bonnie J. Dorr, Kristy Elizabeth Boyer University of Florida “Automated negotiation support systems aim to help human negotiators reach more favorable outcomes in multi-issue negoti…
• All AI Models are Wrong, but Some are Optimal
  Abstract—AI models that predict the future behavior of a system (a.k.a. predictive AI models) are central to intelligent decision-making. However, decision-making using predictive AI models often resu…
• Building Decision Making Models Through Language Model Regime
  LLMs demonstrate remarkable success in generalizing across varied language tasks, inspiring a new strategy for training decision making models. Our approach, referred to as "Learning then Using" (LTU)…
• Can AI Explanations Make You Change Your Mind?
  In the context of AI-based decision support systems, explanations can help users to judge when to trust the AI’s suggestion, and when to question it. In this way, human oversight can prevent AI errors…
• Could you be wrong: Debiasing LLMs using a metacognitive prompt for improving human decision making
  Identifying bias in LLMs is ongoing. Because they are still in development, what is true today may be false tomorrow. We therefore need general strategies for debiasing that will outlive current model…
• DeLLMa: Decision Making Under Uncertainty with Large Language Models
  The potential of large language models (LLMs) as decision support tools is increasingly being explored in fields such as business, engineering, and medicine, which often face challenging tasks of deci…
• Determinants of LLM-assisted Decision-Making
  Decision-making is a fundamental capability in everyday life. Large Language Models (LLMs) provide multifaceted support in enhancing human decision-making processes. However, understanding the influen…
• Enhancing AI-Assisted Group Decision Making through LLM-Powered Devil's Advocate
  Group decision making plays a crucial role in our complex and interconnected world. The rise of AI technologies has the potential to provide data-driven insights to facilitate group decision making, a…
• Explainable Compliance Detection with Multi-Hop Natural Language Inference on Assurance Case Structure
  Ensuring complex systems meet regulations typically requires checking the validity of assurance cases through a claim-argument-evidence framework. Some challenges in this process include the complicat…
• LLM Strategic Reasoning: Agentic Study through Behavioral Game Theory
  What does it truly mean for a language model to “reason” strategically, and can scaling up alone guarantee intelligent, context-aware decisions? Strategic decision-making requires adaptive reasoning, …
• PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers
  In this paper, we conduct a study to utilize LLMs as a solution for decision making that requires complex data analysis. We define Decision QA as the task of answering the best decision, dbest, for a …
• Thinking Assistants: LLM-Based Conversational Assistants that Help Users Think By Asking rather than Answering
  complex tasks like research and strategic thinking often benefit from a more comprehensive approach to augmenting the thinking process rather than passively getting information. We introduce the conce…