Results 271 to 280 of about 8,355,780 (302)

Diagnosing and Mitigating Modality Interference in Multimodal Large Language Models

arXiv.org
Multimodal Large Language Models demonstrate strong performance on multimodal benchmarks, yet often exhibit poor robustness when exposed to spurious modality interference, such as irrelevant text in vision understanding, or irrelevant visual content in ...
Rui Cai, Bangzheng Li, Xiaofei Wen, Muhao Chen, Zhe Zhao   +4 more
semanticscholar   +1 more source

Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models

European Conference on Computer Vision
This study addresses the Domain-Class Incremental Learning problem, a realistic but challenging continual learning scenario where both the domain distribution and target classes vary across tasks.
Long-Xiang Tang, Zhuo-Tao Tian, Kai Li, Chunming He, Hantao Zhou, Hengshuang Zhao, Xiu Li, Jia-Ya Jia   +7 more
semanticscholar   +1 more source

INTERFERENCE AND NATURAL LANGUAGE PROCESSING IN SECOND LANGUAGE ACQUISITION

Language Learning, 1983
This paper reports the findings of a study of the acquisition of relative clauses in Chinese, Japanese, Persian, German, and Portuguese by first and second year students of these languages with English as their first language. Various structures were tested with the aim of separating the features of interlanguage which may be attributed to first ...
Fernando Tarallo, John Myhill
openaire   +1 more source

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

arXiv.org
We introduce Phi-4-Mini and Phi-4-Multimodal, compact yet highly capable language and multimodal models. Phi-4-Mini is a 3.8-billion-parameter language model trained on high-quality web and synthetic data, significantly outperforming recent open-source ...
Abdelrahman Abouelenin, Atabak Ashfaq, Adam Atkinson, H. Awadalla, Bach Nguyen, J. Bao, Alon Benhaim, Martin Cai, Vishrav Chaudhary, Congcong Chen, Dong Chen, Dong-Dong Chen, Jun-Kun Chen, Weizhu Chen, Yen-Chun Chen, Yi-Ling Chen, Qi Dai, Xi-Yang Dai, Ru-Chao Fan, Mei Gao, Min Gao, Amit Garg, Abhishek Goswami, Junheng Hao, Amr Hendy, Yuxuan Hu, Xin Jin, Mahmoud Khademi, Dongwoo Kim, Young Jin Kim, Gina Lee, Jinyu Li, Yun-Sheng Li, Chen Liang, Xi-Hui Lin, Zeqi Lin, Meng-Jie Liu, Yang Liu, Gilsinia Lopez, Chong Luo, Piyush Madan, V. Mazalov, Arindam Mitra, Ali Mousavi, Anh Nguyen, Jing Pan, D. Perez-Becker, Jacob Platin, Thomas Portet, Kai Qiu, Bo Ren, Li-Liang Ren, Sambuddha Roy, Ning Shang, Yelong Shen, Saksham Singhal, Subhojit Som, Xia Song, T. Sych, Praneetha Vaddamanu, Shuohang Wang, Yiming Wang, Zheng-Hao Wang, Haibin Wu, Haoran Xu, Weijian Xu, Yifan Yang, Ziyi Yang, Donghan Yu, Ishmam Zabir, Jianwen Zhang, L. Zhang, Yunan Zhang, Xi-Rui Zhou   +73 more
semanticscholar   +1 more source

Whoever Started the Interference Should End It: Guiding Data-Free Model Merging via Task Vectors

International Conference on Machine Learning
Model merging seeks to integrate task-specific expert models into a unified architecture while preserving multi-task generalization capabilities, yet parameter interference between constituent models frequently induces performance degradation.
Run-Xi Cheng, Feng Xiong, Yong-Xian Wei, Wanyun Zhu, Chun Yuan   +4 more
semanticscholar   +1 more source

Interference in Second Language Learning

ITL - International Journal of Applied Linguistics, 1988
Abstract This study deals with the acquisition of English and Tamil as a second language and to explain the errors found in the speech of L2 learners caused by the interference from the first language within the frame of reference of the phonological system of the target language (L2) as perceived and produced by the native speaker ...
openaire   +1 more source

DreamVLA: A Vision-Language-Action Model Dreamed with Comprehensive World Knowledge

Neural Information Processing Systems
Recent advances in vision-language-action (VLA) models have shown promise in integrating image generation with action prediction to improve generalization and reasoning in robot manipulation.
Wenyao Zhang, Hong-Si Liu, Zekun Qi, Yun-Nan Wang, Xinqiang Yu, Jiazhao Zhang, Runpei Dong, Jia-Wei He, Fan Lu, He Wang, Zhi-Zheng Zhang, Li Yi, Wen-Jun Zeng, Xin Jin   +13 more
semanticscholar   +1 more source

Interference between non-native languages during trilingual language production

Journal of Memory and Language, 2023
Angela de Bruin, Liv J Hoversten, Clara D. Martin   +2 more
exaly  

English language interference in the dutch language

Dutch Crossing, 1978
openaire   +1 more source

Similarity-based interference and relative clauses in second language processing

Second Language Research, 2023
Hiroki Fujita, Ian Cunnings
exaly