Author

M. T. Jansen

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Preprint Sep 2026

Individual Text Corpora Predict User-Specific Knowledge: Benchmarks of Individualized Knowledge Simulation

This study examines whether individual text corpora from search histories can be used to simulate individual knowledge, and compared several large language models on this task, of which only Qwen3-1.7B proved viable.

Christoph Wigbels, Ali Abusaleh, M. T. Jansen et al. · 0 citations

#natural language process... Preprint Sep 2026

From Retrieval to Weights: Parametric Individualization of Small Language Models with Individual Text Corpora

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 retrieval-augmented generation and DoRA fine-tuning. We web-crawl the search histories of 515 participants who answered 36 multiple-choice kn...

Christoph Wigbels, Ali Abusaleh, M. T. Jansen et al. · 0 citations