The global climate crisis has entered a critical phase, with scientific consensus indicating meaningful emission reductions must occur within this decade to limit global warming to 1.5°C above pre-industrial levels. Road transport remains a major contributor, accounting for roughly 15% of global anthropogenic CO
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I. R. Karas, E. Sardoğan, Y. Ortakci et al.· ISPRS Annals of the Photogra...· 0 citations
Recent advances in LLM-enhanced recommendation commonly align semantic representations with collaborative embeddings in a shared space, yet how alignment affects LLM-encoded information remains unclear. In this work, we revisit LLM-enhanced recommendation from a spectral perspective and show that collaborative and sema...
Yedong Jin, Shaowen Peng, Tsunenori Mine et al.· 0 citations
Recent advances in large language models (LLMs) have accelerated the NLP applications in the medical and clinical domains. However, evaluations remain limited for non-English languages, such as Japanese, where clinical corpora are particularly scarce. To address this gap, we present J-ClinicalBench , a publicly availab...
Seiji Shimizu, Tomohiro Nishiyama, H. Shohei et al.· International Conference on...· 0 citations
While current evaluations of LLM cultural alignment predominantly rely on static benchmarks in Western contexts, their ability to navigate generative, high-context socio-pragmatic demands in non-Western environments remains critically underexplored. This study investigates how multilingual LLMs adapt to the Japanese wo...
This work introduces Cross-Encoding Steering Evaluation, which freezes an intervention while re-encoding answers to the same held-out items, which favors extraction-index over semantic-label following on NormBank in three models.
Zhiwei Gao, Shaowen Peng, Shoko Wakamiya et al.· 1 citation
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