Natural Language
Natural language processing (NLP) focuses on enabling computers to understand, interpret, and generate human language. Current research heavily utilizes large language models (LLMs), such as BERT and others, to tackle diverse tasks including text-to-SQL translation, semantic analysis of images, and even controlling robots via natural language commands. The field's impact spans various sectors, from improving search engines and e-commerce platforms to advancing healthcare diagnostics and facilitating more efficient scientific research through automated literature analysis and data extraction.
Papers
PuoBERTa: Training and evaluation of a curated language model for Setswana
Vukosi Marivate, Moseli Mots'Oehli, Valencia Wagner, Richard Lastrucci, Isheanesu Dzingirai
"Im not Racist but...": Discovering Bias in the Internal Knowledge of Large Language Models
Abel Salinas, Louis Penafiel, Robert McCormack, Fred Morstatter
LLM-augmented Preference Learning from Natural Language
Inwon Kang, Sikai Ruan, Tyler Ho, Jui-Chien Lin, Farhad Mohsin, Oshani Seneviratne, Lirong Xia
ClimateBERT-NetZero: Detecting and Assessing Net Zero and Reduction Targets
Tobias Schimanski, Julia Bingler, Camilla Hyslop, Mathias Kraus, Markus Leippold
A New Approach Towards Autoformalization
Nilay Patel, Rahul Saha, Jeffrey Flanigan
A Comparative Study of Transformer-based Neural Text Representation Techniques on Bug Triaging
Atish Kumar Dipongkor, Kevin Moran
Let Models Speak Ciphers: Multiagent Debate through Embeddings
Chau Pham, Boyi Liu, Yingxiang Yang, Zhengyu Chen, Tianyi Liu, Jianbo Yuan, Bryan A. Plummer, Zhaoran Wang, Hongxia Yang
Evolution of Natural Language Processing Technology: Not Just Language Processing Towards General Purpose AI
Masahiro Yamamoto
AXNav: Replaying Accessibility Tests from Natural Language
Maryam Taeb, Amanda Swearngin, Eldon Schoop, Ruijia Cheng, Yue Jiang, Jeffrey Nichols
Can Large Language Models Transform Natural Language Intent into Formal Method Postconditions?
Madeline Endres, Sarah Fakhoury, Saikat Chakraborty, Shuvendu K. Lahiri