Understanding and Mitigating Language Confusion in LLMs

28 June 2024

Papers citing "Understanding and Mitigating Language Confusion in LLMs"

22 / 22 papers shown

Title
Exploring the Feasibility of Multilingual Grammatical Error Correction with a Single LLM up to 9B parameters: A Comparative Study of 17 Models Dawid Wi'sniewski Antoni Solarski Artur Nowakowski LRM 12 0 0 09 May 2025
A Post-trainer's Guide to Multilingual Training Data: Uncovering Cross-lingual Transfer Dynamics Luísa Shimabucoro A. Ustun Marzieh Fadaee Sebastian Ruder 15 0 0 23 Apr 2025
Logits DeConfusion with CLIP for Few-Shot Learning Shuo Li F. Liu Zehua Hao X. Wang Lingling Li X. Liu Puhua Chen Wenping Ma VLM 42 0 0 16 Apr 2025
Is LLM the Silver Bullet to Low-Resource Languages Machine Translation? Yewei Song Lujun Li Cedric Lothritz Saad Ezzini Lama Sleem Niccolo Gentile Radu State Tegawende F. Bissyande Jacques Klein 38 1 0 31 Mar 2025
XL-Instruct: Synthetic Data for Cross-Lingual Open-Ended Generation Vivek Iyer Ricardo Rei Pinzhen Chen Alexandra Birch SyDa LM&MA 64 0 0 29 Mar 2025
Do Multilingual LLMs Think In English? Lisa Schut Y. Gal Sebastian Farquhar 35 3 0 24 Feb 2025
Position: Standard Benchmarks Fail -- LLM Agents Present Overlooked Risks for Financial Applications Zichen Chen Jiaao Chen Jianda Chen Misha Sra ELM 29 1 0 21 Feb 2025
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation Vera Neplenbroek Arianna Bisazza Raquel Fernández 88 0 0 17 Feb 2025
Evalita-LLM: Benchmarking Large Language Models on Italian Bernardo Magnini Roberto Zanoli Michele Resta Martin Cimmino Paolo Albano Marco Madeddu V. Patti 48 1 0 04 Feb 2025
Multilingual Pretraining Using a Large Corpus Machine-Translated from a Single Source Language Jiayi Wang Yao Lu Maurice Weber Max Ryabinin Yihong Chen Raphael Tang Pontus Stenetorp LRM 24 1 0 31 Oct 2024
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval Isidora Chara Tourni Sayontan Ghosh Brenda Miao Constantijn van der Poel LRM 23 0 0 28 Oct 2024
From English-Centric to Effective Bilingual: LLMs with Custom Tokenizers for Underrepresented Languages Artur Kiulian Anton Polishko M. Khandoga Yevhen Kostiuk Guillermo Gabrielli ... Hrishikesh Garud Wendy Wing Yee Mak Dmytro Chaplynskyi Selma Belhadj Amor Grigol Peradze 20 0 0 24 Oct 2024
Key Algorithms for Keyphrase Generation: Instruction-Based LLMs for Russian Scientific Keyphrases Anna Glazkova Dmitry A. Morozov Timur Garipov 23 0 0 23 Oct 2024
LlamaLens: Specialized Multilingual LLM for Analyzing News and Social Media Content Mohamed Bayan Kmainasi Ali Ezzat Shahroor Maram Hasanain Sahinur Rahman Laskar Naeemul Hassan Firoj Alam 31 1 0 20 Oct 2024
Large Language Models are Easily Confused: A Quantitative Metric, Security Implications and Typological Analysis Yiyi Chen Qiongxiu Li Russa Biswas Johannes Bjerva 31 1 0 17 Oct 2024
Understanding Likelihood Over-optimisation in Direct Alignment Algorithms Zhengyan Shi Sander Land Acyr F. Locatelli Matthieu Geist Max Bartolo 41 3 0 15 Oct 2024
Against All Odds: Overcoming Typology, Script, and Language Confusion in Multilingual Embedding Inversion Attacks Yiyi Chen Russa Biswas Heather Lent Johannes Bjerva AAML 32 4 0 21 Aug 2024
Constructing Domain-Specific Evaluation Sets for LLM-as-a-judge Ravi Raju Swayambhoo Jain Bo Li Jonathan Li Urmish Thakker ALM ELM 31 11 0 16 Aug 2024
LLMmap: Fingerprinting For Large Language Models Dario Pasquini Evgenios M. Kornaropoulos G. Ateniese 42 6 0 22 Jul 2024
How Does Quantization Affect Multilingual LLMs? Kelly Marchisio Saurabh Dash Hongyu Chen Dennis Aumiller A. Ustun Sara Hooker Sebastian Ruder MQ 36 6 0 03 Jul 2024
Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning Shivalika Singh Freddie Vargus Daniel D'souza Börje F. Karlsson Abinaya Mahendiran ... Max Bartolo Julia Kreutzer A. Ustun Marzieh Fadaee Sara Hooker 113 115 0 09 Feb 2024
A Survey of Code-switching: Linguistic and Social Perspectives for Language Technologies A. Seza Doğruöz Sunayana Sitaram Barbara E. Bullock Almeida Jacqueline Toribio 52 72 0 05 Jan 2023