Natural Language Processing
Natural Language Processing (NLP) focuses on enabling computers to understand, interpret, and generate human language. Current research heavily emphasizes large language models (LLMs), exploring their capabilities in various tasks like question answering, text classification, and translation, while also addressing challenges such as bias, efficiency, and the need for better evaluation metrics. The field's significance lies in its potential to revolutionize numerous applications, from improving healthcare and education to enhancing information access and facilitating more effective human-computer interaction.
Papers
Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP)
Mohammad Asif Ibna Mustafa (Department of Computation, Information and Technology, Technical University of Munich, Munich, Germany), Ferdinand Heinrich (Fraunhofer Institute for Electronic Microsystems and Solid State Technologies EMFT, Machine Learning Enhanced Sensor Systems, Munich, Germany)
BanglaQuAD: A Bengali Open-domain Question Answering Dataset
Md Rashad Al Hasan Rony, Sudipto Kumar Shaha, Rakib Al Hasan, Sumon Kanti Dey, Amzad Hossain Rafi, Amzad Hossain Rafi, Ashraf Hasan Sirajee, Jens Lehmann
AlphaLoRA: Assigning LoRA Experts Based on Layer Training Quality
Peijun Qing, Chongyang Gao, Yefan Zhou, Xingjian Diao, Yaoqing Yang, Soroush Vosoughi
Traversing Emotional Landscapes and Linguistic Patterns in Bernard-Marie Koltès' Plays: An NLP Perspective
Arezou Zahiri Pourzarandi, Farshad Jafari
I or Not I: Unraveling the Linguistic Echoes of Identity in Samuel Beckett's "Not I" Through Natural Language Processing
Arezou Zahiri Pourzarandi, Farshad Jafari
The Future of Learning in the Age of Generative AI: Automated Question Generation and Assessment with Large Language Models
Subhankar Maity, Aniket Deroy
Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologies
Yingqiang Gao, Lukas Fischer, Alexa Lintner, Sarah Ebling
Enhancing Indonesian Automatic Speech Recognition: Evaluating Multilingual Models with Diverse Speech Variabilities
Aulia Adila, Dessi Lestari, Ayu Purwarianti, Dipta Tanaya, Kurniawati Azizah, Sakriani Sakti
On the State of NLP Approaches to Modeling Depression in Social Media: A Post-COVID-19 Outlook
Ana-Maria Bucur, Andreea-Codrina Moldovan, Krutika Parvatikar, Marcos Zampieri, Ashiqur R. KhudaBukhsh, Liviu P. Dinu
GUS-Net: Social Bias Classification in Text with Generalizations, Unfairness, and Stereotypes
Maximus Powers, Hua Wei, Umang Mavani, Harshitha Reddy Jonala, Ansh Tiwari
The Large Language Model GreekLegalRoBERTa
Vasileios Saketos, Despina-Athanasia Pantazi, Manolis Koubarakis
Unsupervised Data Validation Methods for Efficient Model Training
Yurii Paniv
MKGL: Mastery of a Three-Word Language
Lingbing Guo, Zhongpu Bo, Zhuo Chen, Yichi Zhang, Jiaoyan Chen, Yarong Lan, Mengshu Sun, Zhiqiang Zhang, Yangyifei Luo, Qian Li, Qiang Zhang, Wen Zhang, Huajun Chen
Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity
Mutian He, Philip N. Garner
Large Language Models as Code Executors: An Exploratory Study
Chenyang Lyu, Lecheng Yan, Rui Xing, Wenxi Li, Younes Samih, Tianbo Ji, Longyue Wang
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA
Maharshi Gor, Hal Daumé III, Tianyi Zhou, Jordan Boyd-Graber
A Novel LLM-based Two-stage Summarization Approach for Long Dialogues
Yuan-Jhe Yin, Bo-Yu Chen, Berlin Chen
NLP Case Study on Predicting the Before and After of the Ukraine-Russia and Hamas-Israel Conflicts
Jordan Miner, John E. Ortega
A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models
Cong Guo, Feng Cheng, Zhixu Du, James Kiessling, Jonathan Ku, Shiyu Li, Ziru Li, Mingyuan Ma, Tergel Molom-Ochir, Benjamin Morris, Haoxuan Shan, Jingwei Sun, Yitu Wang, Chiyue Wei, Xueying Wu, Yuhao Wu, Hao Frank Yang, Jingyang Zhang, Junyao Zhang, Qilin Zheng, Guanglei Zhou, Hai (Helen)Li, Yiran Chen