Integrating Knowledge Graphs and Multilingual Scholarly Corpora for Domain-Adaptive LLMs in SSH

This ongoing use case from the European LLMs4EU project and the ALT-EDIC infrastructure explores domain-adapting foundation models for Social Sciences and Humanities research. It combines knowledge graphs with multilingual scholarly corpora to support question answering, comparative document analysis, and literature review. The proposed evaluation follows the LLMs4EU protocol and includes retrieval, summarisation, traceability, and hallucination detection benchmarks, alongside qualitative assessment by Digital Humanities experts. The work also places model adaptation within research infrastructures and a structured legal and ethical compliance framework, emphasizing disciplinary diversity, multilingual access, and epistemic responsibility.