Intent Classification

Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems EMNLP 2025 Navigating the Unknown: Intent Classification and Out-of-Distribution Detection Using Large Language Models EMNLP 2025 On Assigning Product and Software Codes to Customer Service Requests with Large Language Models EMNLP 2025 On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025 Overview of BLP-2025 Task 1: Bangla Hate Speech Identification AACL 2025 PICD-Instruct: A Generative Instruction Learning Framework for Few-Shot Multi-Intent Spoken Language Understanding EMNLP 2025 Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild EMNLP 2025 Referring to Any Person ICCV 2025 REIC: RAG-Enhanced Intent Classification at Scale EMNLP 2025 ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents ICLR 2025 Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025 SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 SOLID: Self-seeding and Multi-intent Self-instructing LLMs for Generating Intent-aware Information-Seeking Dialogs NAACL 2025 SPILL: Domain-Adaptive Intent Clustering based on Selection and Pooling with Large Language Models ACL 2025 SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements EMNLP 2025 Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection EMNLP 2025 ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models ACL 2025 User Willingness-aware Sales Talk Dataset COLING 2025 WDMIR: Wavelet-Driven Multimodal Intent Recognition IJCAI 2025 WorkTeam: Constructing Workflows from Natural Language with Multi-Agents NAACL 2025 A Coarse-to-Fine Prototype Learning Approach for Multi-Label Few-Shot Intent Detection EMNLP 2024 A Goal-Directed Dialogue System for Assistance in Safety-Critical Application IJCAI 2024 AlexuNLP24 at AraFinNLP2024: Multi-Dialect Arabic Intent Detection with Contrastive Learning in Banking Domain ACL 2024 Aligner²: Enhancing Joint Multiple Intent Detection and Slot Filling via Adjustive and Forced Cross-Task Alignment AAAI 2024 A new approach for fine-tuning sentence transformers for intent classification and out-of-scope detection tasks EMNLP 2024