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
Be My Donor. Transfer the NLP Datasets Between the Languages Using LLM
Dmitrii Popov, Egor Terentev, Igor Buyanov
Are LLMs Models of Distributional Semantics? A Case Study on Quantifiers
Zhang Enyan, Zewei Wang, Michael A. Lepori, Ellie Pavlick, Helena Aparicio
LocateBench: Evaluating the Locating Ability of Vision Language Models
Ting-Rui Chiang, Joshua Robinson, Xinyan Velocity Yu, Dani Yogatama
Measuring Free-Form Decision-Making Inconsistency of Language Models in Military Crisis Simulations
Aryan Shrivastava, Jessica Hullman, Max Lamparth
Unifying Economic and Language Models for Enhanced Sentiment Analysis of the Oil Market
Himmet Kaplan, Ralf-Peter Mundani, Heiko Rölke, Albert Weichselbraun, Martin Tschudy
The Best of Both Worlds: Bridging Quality and Diversity in Data Selection with Bipartite Graph
Minghao Wu, Thuy-Trang Vu, Lizhen Qu, Gholamreza Haffari
Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning
Bokai Hu, Sai Ashish Somayajula, Xin Pan, Zihan Huang, Pengtao Xie
Is Structure Dependence Shaped for Efficient Communication?: A Case Study on Coordination
Kohei Kajikawa, Yusuke Kubota, Yohei Oseki
LLM-based Code-Switched Text Generation for Grammatical Error Correction
Tom Potter, Zheng Yuan
A Multi-Task Text Classification Pipeline with Natural Language Explanations: A User-Centric Evaluation in Sentiment Analysis and Offensive Language Identification in Greek Tweets
Nikolaos Mylonas, Nikolaos Stylianou, Theodora Tsikrika, Stefanos Vrochidis, Ioannis Kompatsiaris
Using off-the-shelf LLMs to query enterprise data by progressively revealing ontologies
C. Civili, E. Sherkhonov, R.E.K. Stirewalt
Hypothesis-only Biases in Large Language Model-Elicited Natural Language Inference
Grace Proebsting, Adam Poliak
Science is Exploration: Computational Frontiers for Conceptual Metaphor Theory
Rebecca M. M. Hicke, Ross Deans Kristensen-McLachlan
Towards Cross-Lingual LLM Evaluation for European Languages
Klaudia Thellmann, Bernhard Stadler, Michael Fromm, Jasper Schulze Buschhoff, Alex Jude, Fabio Barth, Johannes Leveling, Nicolas Flores-Herr, Joachim Köhler, René Jäkel, Mehdi Ali