Artificial Intelligence › Core AI ›

Natural Language Understanding

50 directly classified papers

Papers per year

Papers

Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis AAAI 2025

Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth EMNLP 2025

KAPA: A Deliberative Agent Framework with Tree-Structured Knowledge Base for Multi-Domain User Intent Understanding ACL 2025

AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment ACL 2025

Do Large Language Models Understand Word Senses? EMNLP 2025

Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks AAAI 2024

Can Large Language Models Understand Real-World Complex Instructions? AAAI 2024

BookWorm: A Dataset for Character Description and Analysis EMNLP 2024

Learning from Implicit User Feedback, Emotions and Demographic Information in Task-Oriented and Document-Grounded Dialogues EMNLP 2024

DC-Instruct: An Effective Framework for Generative Multi-intent Spoken Language Understanding EMNLP 2024

Perceptions to Beliefs: Exploring Precursory Inferences for Theory of Mind in Large Language Models EMNLP 2024

tagE: Enabling an Embodied Agent to Understand Human Instructions EMNLP 2023

QUDeval: The Evaluation of Questions Under Discussion Discourse Parsing EMNLP 2023

Did You Mean...? Confidence-based Trade-offs in Semantic Parsing EMNLP 2023

A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting EMNLP 2023

Two Birds One Stone: Dynamic Ensemble for OOD Intent Classification ACL 2023

Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home ACL 2023

MRRL: Modifying the Reference via Reinforcement Learning for Non-Autoregressive Joint Multiple Intent Detection and Slot Filling EMNLP 2023

Aligning Language Models to User Opinions EMNLP 2023

Debiasing Masks: A New Framework for Shortcut Mitigation in NLU EMNLP 2022

Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss AAAI 2022

Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU EMNLP 2022

Identifying Physical Object Use in Sentences EMNLP 2022

Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding EMNLP 2022

VALUE: Understanding Dialect Disparity in NLU ACL 2022