Fig. 4: The LLM-SE and LLM-LE Analysis for the Citational Distortion Phenomenon. | Humanities and Social Sciences Communications

Fig. 4: The LLM-SE and LLM-LE Analysis for the Citational Distortion Phenomenon.

From: Leveraging LLM-based agents for social science research: insights from citation network simulations

Fig. 4: The LLM-SE and LLM-LE Analysis for the Citational Distortion Phenomenon.

a LLM-SE: the reference selection proportion driven by country-related information, grouped by papers from different countries. b The citational distortion result figure from (Gomez et al. 2022). c LLM-LE: the β evolution trend in different experimental conditions, which shows that preferential attachment causes β coefficient exceeding.

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