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City University of Hong Kong
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Multimodal pretraining doesn't guarantee better alignment with human reading patterns, suggesting that language-internal representations are still king when modeling how humans process text.
Multilingual reasoning in LLMs isn't just about translation鈥攊t's a powerful knob for improving RL training by expanding the exploration space and boosting exploitation.