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Papers
Balancing Accuracy and Efficiency in Multi-Turn Intent Classification for LLM-Powered Dialog Systems in Production
AAAI 2026
Distilling What and Why: Enhancing Driver Intention Prediction with MLLMs
WACV 2026
F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming
AAAI 2026
Hierarchical User Intent Inference with Knowledge Graph Grounding
EACL 2026
MAFA: A Multi-Agent Framework for Enterprise-Scale Annotation with Configurable Task Adaptation
AAAI 2026
MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detection
EACL 2026
MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents
AAAI 2026
Scaling Intent Understanding: A Framework for Classification with Clarification using Lightweight LLMs
EACL 2026
Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects
ACL 2026
When Words Wear Masks: Detecting Malicious Intents and Hostile Impacts of Online Hate Speech
EACL 2026
A Semi-supervised Scalable Unified Framework for E-commerce Query Classification
ACL 2025
Audio Query Handling System with Integrated Expert Models and Contextual Understanding
EMNLP 2025
AutoIntent: AutoML for Text Classification
EMNLP 2025
Causally Modeling the Linguistic and Social Factors that Predict Email Response
NAACL 2025
CLAIM: An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom Dialogues
ACL 2025
CourtNav: Voice-Guided, Anchor-Accurate Navigation of Long Legal Documents in Courtrooms
EMNLP 2025
Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation
ACL 2025
Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents
EMNLP 2025
DroidCall: A Dataset for LLM-powered Android Intent Invocation
EMNLP 2025
Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing
ACL 2025
FineCite: A Novel Approach For Fine-Grained Citation Context Analysis
ACL 2025
Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs
COLING 2025
Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin
EMNLP 2025
GameTox: A Comprehensive Dataset and Analysis for Enhanced Toxicity Detection in Online Gaming Communities
NAACL 2025
GuideQ: Framework for Guided Questioning for progressive informational collection and classification
NAACL 2025