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Yin Jou Huang

4 accepted papers

2025

Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models

EMNLP 2025

Self-report questionnaires have long been used to assess LLM personality traits, yet they fail to capture behavioral nuances due to biases and meta-knowledge contamination. This paper proposes a novel multi-observer framework for personality trait assessments in LLM agents that draws on informant-re

Cited by 0SourcePDFScholar
2025

How Does Cognitive Bias Affect Large Language Models? A Case Study on the Anchoring Effect in Price Negotiation Simulations

EMNLP 2025

Cognitive biases, well studied in humans, can also be observed in LLMs, affecting their reliability in real-world applications. This paper investigates the anchoring effect in LLM-driven price negotiations. To this end, we instructed seller LLM agents to apply the anchoring effect and evaluated nego

Cited by 0SourcePDFScholar
2024

Domain Transferable Semantic Frames for Expert Interview Dialogues

COLING 2024main

Interviews are an effective method to elicit critical skills to perform particular processes in various domains. In order to understand the knowledge structure of these domain-specific processes, we consider semantic role and predicate annotation based on Frame Semantics. We introduce a dataset of i…

Cited by 2SourcePDFScholar
2024

How Personality Traits Influence Negotiation Outcomes? A Simulation based on Large Language Models

EMNLP 2024finding

Psychological evidence reveals the influence of personality traits on decision-making. For instance, agreeableness is generally associated with positive outcomes in negotiations, whereas neuroticism is often linked to less favorable outcomes. This paper introduces a simulation framework centered on…