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Despite being pretrained on multilingual corpora, large language models (LLMs) exhibit suboptimal performance on low-resource languages.
Rethinking and improving natural language generation with layer-wise multi-view decoding
Fenglin Liu, Xuancheng Ren, Guangxiang Zhao, Chenyu You, Xuewei Ma, Xian Wu, and Xu Sun. 2022 · 2005
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The Flores-101 evaluation benchmark for low-resource and multilingual machine translation
Naman Goyal, Cynthia Gao, Vishrav Chaudhary, Peng-Jen Chen, Guillaume Wenzek, Da Ju, Sanjana Krishnan, Marc’Aurelio Ranzato, Francisco Guzmán, and Angela Fan. 2022 · 2022
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Clues before answers: Generation-enhanced multiple-choice QA
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Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee. 2023 · 2023
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Wizardmath: Empowering mathematical reasoning for large language models via reinforced evol-instruct
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Complex reasoning over logical queries on commonsense knowledge graphs
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Convosense: Overcoming monotonous commonsense inferences for conversational ai
Sarah E. Finch and Jinho D. Choi. 2024 · 2024
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Mindmerger: Efficient boosting llm reasoning in non-english languages
Zixian Huang, Wenhao Zhu, Gong Cheng, Lei Li, and Fei Yuan. 2024 · 2024
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Yinquan Lu, Wenhao Zhu, Lei Li, Yu Qiao, and Fei Yuan. 2024 · 2024
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Orca-math: Unlocking the potential of slms in grade school math
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mgpt: Few-shot learners go multilingual
Oleh Shliazhko, Alena Fenogenova, Maria Tikhonova, Vladislav Mikhailov, Anastasia Kozlova, and Tatiana Shavrina. 2023 · 2023
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Lego-MT: Learning detachable models for massively multilingual machine translation
Fei Yuan, Yinquan Lu, Wenhao Zhu, Lingpeng Kong, Lei Li, Yu Qiao, and Jingjing Xu. 2023 · 2023
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Llemma: An open language model for mathematics
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MiniGPT-v2: Large language model as a unified interface for vision-language multi-task learning
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Evlm: An efficient vision-language model for visual understanding
Kaibing Chen, Dong Shen, Hanwen Zhong, Huasong Zhong, Kui Xia, Di Xu, Wei Yuan, Yifei Hu, Bin Wen, Tianke Zhang, Changyi Liu, Dewen Fan, Huihui Xiao, Jiahong Wu, Fan Yang, Size Li, and Di Zhang. 2024b
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Arindam Mitra, Hamed Khanpour, Corby Rosset, and Ahmed Awadallah. 2024 · 2024
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An Yang, Baosong Yang, Binyuan Hui, et al. 2024 · 2024
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LangBridge: Multilingual reasoning without multilingual supervision
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Metamath: Bootstrap your own mathematical questions for large language models
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An empirical study on parameter-efficient fine-tuning for MultiModal large language models
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A survey of multilingual large language models
Libo Qin, Qiguang Chen, Yuhang Zhou, Zhi Chen, Yinghui Li, Lizi Liao, Min Li, Wanxiang Che, and S Yu Philip. 2025 · 2025
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