Unlocking Multilingual Reasoning Capability of LLM s and LVLM s through Representation Engineering
Qiming Li · Xiaocheng Feng · Yixuan Ma · Ruihan Chen · Zihe Tong · Zekai Ye · Xiachong Feng · Libo Qin · Haoyu Ren · Kun Chen · Yunfei Lu · Dandan Tu · Bing Qin
摘要
Large Language Models (LLMs) and Large Vision-Language Models (LVLMs) demonstrate strong reasoning capabilities, yet their performance in English significantly outperforms that in low-resource languages, raising fairness concerns in multilingual applications. Existing approaches either rely on co...