#decision-modeling News & Analysis

2 articles tagged with #decision-modeling. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AI × CryptoNeutralarXiv – CS AI · Jun 36/10

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BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces

Researchers introduce BehaviorBench, a benchmark dataset for evaluating AI systems that predict user financial decisions using real-world behavioral data from prediction markets and blockchain records. The benchmark contains over 1.4 million trade instances and 141,000 belief predictions across 2,000 wallets, enabling more accurate assessment of personalized decision-modeling systems compared to simulation-based approaches.

AINeutralarXiv – CS AI · May 296/10

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Adaptive Interviewing for Persona Simulation in LLMs: Evidence-Grounded Reasoning Improves Decision Alignment

Researchers propose an adaptive interview framework to improve how large language models simulate individual decision-making by gathering persona-relevant information through structured dialogue. The study finds that richer contextual information alone doesn't guarantee better accuracy; instead, LLMs only improve predictions (45.5% vs. 39.3%) when they actively ground decisions in user-specific evidence extracted during follow-up questions.