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HSK Manga is a free tool that simplifies manga dialogue to HSK levels for Chinese learners, using AI and OCR to make reading more accessible for beginners.
This paper investigates using retrieved document-simplification examples to guide LLM prompting for document-level text simplification, showing improvements over prompt-only generation on the OneStopEnglish corpus.
This paper presents a human-in-the-loop workflow for creating a corpus of LLM-based simplifications of scientific summaries, using SciSummNet and GPT-4o-mini with non-expert and expert feedback to improve cross-disciplinary accessibility.
This paper proposes a cross-lingual data augmentation strategy that uses machine translation to transfer expert-annotated difficulty labels from high-resource languages to low-resource languages. Experiments with BERT-based regression models show that augmenting scarce native data with translated corpora significantly improves the accuracy of text difficulty assessment.
This paper describes HULAT2-UC3M's participation in the MER-TRANS 2026 shared task on Spanish Easy-to-Read generation, using a governed multi-agent workflow with LangGraph and Gemini/RigoChat models, achieving best SARI of 44.05.