How do Large Language Models Handle Multilingualism?

How do Large Language Models Handle Multilingualism?

29 February 2024

Kenji Kawaguchi

Papers citing "How do Large Language Models Handle Multilingualism?"

19 / 19 papers shown

Title
Improving Multilingual Language Models by Aligning Representations through Steering Omar Mahmoud B. L. Semage Thommen George Karimpanal Santu Rana LLMSV 2 0 0 19 May 2025
Unveiling Language-Specific Features in Large Language Models via Sparse Autoencoders Boyi Deng Boyi Deng Yidan Zhang Baosong Yang Fuli Feng 41 0 0 08 May 2025
Trillion 7B Technical Report Sungjun Han Juyoung Suk Suyeong An Hyungguk Kim Kyuseok Kim Wonsuk Yang Seungtaek Choi Jamin Shin 149 1 0 21 Apr 2025
Can you map it to English? The Role of Cross-Lingual Alignment in Multilingual Performance of LLMs Kartik Ravisankar HyoJung Han Marine Carpuat 31 0 0 13 Apr 2025
Model Utility Law: Evaluating LLMs beyond Performance through Mechanism Interpretable Metric Yixin Cao Jiahao Ying Yansen Wang Xipeng Qiu Xuanjing Huang Yugang Jiang ELM 44 2 0 10 Apr 2025
High-Dimensional Interlingual Representations of Large Language Models Bryan Wilie Samuel Cahyawijaya Junxian He Pascale Fung 57 0 0 14 Mar 2025
English K_Quantization of LLMs Does Not Disproportionately Diminish Multilingual Performance Karl Audun Borgersen 60 0 0 05 Mar 2025
Exploring Translation Mechanism of Large Language Models Hongbin Zhang Kehai Chen Xuefeng Bai Xiucheng Li Yang Xiang Min Zhang 67 1 0 17 Feb 2025
AdaCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Chain-of-Thought Xin Huang Tarun K. Vangani Zhengyuan Liu Bowei Zou A. Aw LRM AI4CE 55 2 0 27 Jan 2025
SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment Yuchun Fan Yongyu Mu Yilin Wang Lei Huang Junhao Ruan Yangqiu Song Tong Xiao Shujian Huang Xiaocheng Feng Jingbo Zhu LRM 49 3 0 08 Jan 2025
Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap Hyunwoo Ko Guijin Son Dasol Choi RALM LRM 80 7 0 05 Jan 2025
The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities Zhaofeng Wu Xinyan Velocity Yu Dani Yogatama Jiasen Lu Yoon Kim AIFin 54 10 0 07 Nov 2024
Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors Weixuan Wang J. Yang Wei Peng LLMSV 28 3 0 16 Oct 2024
Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts Guorui Zheng Xidong Wang Juhao Liang Nuo Chen Yuping Zheng Benyou Wang MoE 35 5 0 14 Oct 2024
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons Yongqi Leng Deyi Xiong 39 5 0 09 Jul 2024
From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasets Manuel Tonneau Diyi Liu Samuel Fraiberger Ralph Schroeder Scott A. Hale Paul Röttger 37 5 0 27 Apr 2024
Is Translation All You Need? A Study on Solving Multilingual Tasks with Large Language Models Chaoqun Liu Wenxuan Zhang Yiran Zhao A. Luu Lidong Bing LRM 41 9 0 15 Mar 2024
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 172 326 0 06 Oct 2022
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020