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cs.CL2025★ 1 cited
Investigating Bias: A Multilingual Pipeline for Generating, Solving, and Evaluating Math Problems with LLMs
Mariam Mahran, Katharina Simbeck
Large Language Models (LLMs) are increasingly used for educational support, yet their response quality varies depending on the language of interaction. This paper presents an autom…
cs.CL2025
GPT and Prejudice: A Sparse Approach to Understanding Learned Representations in Large Language Models
Mariam Mahran, Katharina Simbeck
Large Language Models (LLMs) are trained on massive, unstructured corpora, making it unclear which social patterns and biases they absorb and later reproduce. Existing evaluations…