MultiHint-9K: Orchestrating Human and AI Agency for Scalable Pedagogical Hint Generation
Kamyar Zeinalipour, Amir Sadeghi, Giovanni Angelini et al.
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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.
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