Author

Marco Gori

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MultiHint-9K: Orchestrating Human and AI Agency for Scalable Pedagogical Hint Generation

A framework that orchestrates human and AI agency to produce high-fidelity multilingual Socratic hints at scale is presented, and a component contribution analysis demonstrates that removing any pipeline stage degrades yield from 98% to as low as 38%.

Kamyar Zeinalipour, Amir Sadeghi, Giovanni Angelini et al. · 0 citations

#natural language process... Review Sep 2026

TalkFa: A Unified Benchmark for Farsi Dialogue Generation and Understanding

Experiments with six LLAMA and MISTRAL models show that LoRA substantially improves dialogue generation while requiring only 25-50% of the training data to recover over 90% of the final performance gains, and zero-shot evaluation with frontier LLMs shows that TalkFa remains a challenging benchmark.

Neda Jamshidi, Kamyar Zeinalipour, F. Akbari et al. · 0 citations