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
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
Counterfactual Causal Inference in Natural Language with Large Language Models
Gaël Gendron, Jože M. Rožanec, Michael Witbrock, Gillian Dobbie
Context-Aware Command Understanding for Tabletop Scenarios
Paul Gajewski, Antonio Galiza Cerdeira Gonzalez, Bipin Indurkhya
ConceptAgent: LLM-Driven Precondition Grounding and Tree Search for Robust Task Planning and Execution
Corban Rivera, Grayson Byrd, William Paul, Tyler Feldman, Meghan Booker, Emma Holmes, David Handelman, Bethany Kemp, Andrew Badger, Aurora Schmidt, Krishna Murthy Jatavallabhula, Celso M de Melo, Lalithkumar Seenivasan, Mathias Unberath, Rama Chellappa
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge Graphs
Vincent Emonet, Jerven Bolleman, Severine Duvaud, Tarcisio Mendes de Farias, Ana Claudia Sima
From Tokens to Words: on the inner lexicon of LLMs
Guy Kaplan, Matanel Oren, Yuval Reif, Roy Schwartz
Task Diversity Shortens the ICL Plateau
Jaeyeon Kim, Sehyun Kwon, Joo Young Choi, Jongho Park, Jaewoong Cho, Jason D. Lee, Ernest K. Ryu
GLEE: A Unified Framework and Benchmark for Language-based Economic Environments
Eilam Shapira, Omer Madmon, Itamar Reinman, Samuel Joseph Amouyal, Roi Reichart, Moshe Tennenholtz