3 papers
cs.CL2026
From Retrieval to Weights: Parametric Individualization of Small Language Models with Individual Text Corpora
Christoph Wigbels, Ali Abusaleh, Markus T. Jansen +2
We approach a cognitive simulation perspective on episodic and semantic memory in multiple-choice question answering by incorporating text from individual text corpora (ITC) into r…
cs.IR2026
Individual Text Corpora Predict User-Specific Knowledge: Benchmarks of Individualized Knowledge Simulation
Christoph Wigbels, Ali Abusaleh, Markus T. Jansen +3
This study examines whether individual text corpora (ICs) from search histories can be used to simulate individual knowledge. We collected ICs from 316 adults, who answered 36 mult…
cs.CL2024
Individual Text Corpora Predict Openness, Interests, Knowledge and Level of Education
Markus J. Hofmann, Markus T. Jansen, Christoph Wigbels +2
Here we examine whether the personality dimension of openness to experience can be predicted from the individual google search history. By web scraping, individual text corpora (IC…