SOTAVerified

Intent Detection

Intent Detection is a task of determining the underlying purpose or goal behind a user's search query given a context. The task plays a significant role in search and recommendations. A traditional approach for intent detection implies using an intent detector model to classify user search query into predefined intent categories, given a context. One of the key challenges of the task implies identifying user intents for cold-start sessions, i.e., search sessions initiated by a non-logged-in or unrecognized user.

Source: Analyzing and Predicting Purchase Intent in E-commerce: Anonymous vs. Identified Customers

Papers

Showing 201250 of 330 papers

TitleStatusHype
Unknown Intent Detection Using Multi-Objective Optimization on Deep Learning Classifiers0
Unsupervised dialogue intent detection via hierarchical topic model0
User Centered Design (VI): Human Factors Approaches for Intelligent Human-Computer Interaction0
User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks0
User Intention Recognition and Requirement Elicitation Method for Conversational AI Services0
Utilisation of open intent recognition models for customer support intent detection0
預訓練詞向量模型應用於客服對話系統意圖偵測之研究(Study on Pre-trained Word Vector Model Applied to Intent Detection of Customer Service Dialogue System)0
Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables0
Zero-Shot Slot and Intent Detection in Low-Resource Languages0
Few-Shot Transfer Learning for Individualized Braking Intent Detection on Neuromorphic Hardware0
Findings of the VarDial Evaluation Campaign 20230
Fine-Grained Behavior and Lane Constraints Guided Trajectory Prediction Method0
Fitting Different Interactive Information: Joint Classification of Emotion and Intention0
Flippi: End To End GenAI Assistant for E-Commerce0
Gaze-based intention estimation: principles, methodologies, and applications in HRI0
Gaze-Guided Graph Neural Network for Action Anticipation Conditioned on Intention0
Generalized Multiple Intent Conditioned Slot Filling0
Generalized Zero-shot Intent Detection via Commonsense Knowledge0
Generating Summaries of Line Graphs0
Generative Conversational Networks0
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory Prediction using Diffusion Graph Convolutional Networks0
Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling0
HAN: Higher-order Attention Network for Spoken Language Understanding0
HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System0
HiTZ at VarDial 2025 NorSID: Overcoming Data Scarcity with Language Transfer and Automatic Data Annotation0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding0
ICL Markup: Structuring In-Context Learning using Soft-Token Tags0
Improving Generalization in Intent Detection: GRPO with Reward-Based Curriculum Sampling0
Improving Robustness of Task Oriented Dialog Systems0
Improving Slot Filling by Utilizing Contextual Information0
Incremental Intent Detection for Medical Domain with Contrast Replay Networks0
RNN based Incremental Online Spoken Language Understanding0
Insurance Question Answering via Single-turn Dialogue Modeling0
Intelligent Framework for Human-Robot Collaboration: Dynamic Ergonomics and Adaptive Decision-Making0
Intelligent Mode-switching Framework for Teleoperation0
IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery0
Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering0
Intent Detection and Slots Prompt in a Closed-Domain Chatbot0
Intent Detection at Scale: Tuning a Generic Model using Relevant Intents0
Intent Detection for code-mix utterances in task oriented dialogue systems0
Intent Detection in the Age of LLMs0
IntentDial: An Intent Graph based Multi-Turn Dialogue System with Reasoning Path Visualization0
IntentGPT: Few-shot Intent Discovery with Large Language Models0
Intention-aware Long Horizon Trajectory Prediction of Surrounding Vehicles using Dual LSTM Networks0
Intention Recognition for Multiple Agents0
Invocable APIs derived from NL2SQL datasets for LLM Tool-Calling Evaluation0
Joint Intent Detection and Entity Linking on Spatial Domain Queries0
Joint Intent Detection And Slot Filling Based on Continual Learning Model0
Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks0
Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Bi-model with decoderAccuracy98.99Unverified
2Transformer-CapsuleAccuracy98.89Unverified
3Attention Encoder-Decoder NNAccuracy98.43Unverified
4Joint model with recurrent slot label contextAccuracy98.4Unverified
5CTRANAccuracy98.07Unverified
6Joint BERT + CRFAccuracy97.9Unverified
7SF-IDAccuracy97.76Unverified
8SF-ID (BLSTM) networkAccuracy97.76Unverified
9JointBERT-CAEAccuracy97.5Unverified
10Joint BERTAccuracy97.5Unverified
#ModelMetricClaimedVerifiedStatus
1SSRANAccuracy98.4Unverified
2BiSLUAccuracy97.8Unverified
3DGIFAccuracy97.8Unverified
4Co-guiding NetAccuracy97.7Unverified
5TFMNAccuracy97.7Unverified
6TFMN (PACL)Accuracy97.4Unverified
7MISCAAccuracy97.3Unverified
8Uni-MISAccuracy97.2Unverified
9SLIMAccuracy97.2Unverified
10UGENAccuracy96.9Unverified
#ModelMetricClaimedVerifiedStatus
1DGIFAccuracy83.3Unverified
2UGENAccuracy83Unverified
3TFMN (PACL)Accuracy82.9Unverified
4SLIM (PACL)Accuracy81.9Unverified
5BiSLUAccuracy81.5Unverified
6TFMNAccuracy79.8Unverified
7RoBERTa (PACL)Accuracy79.1Unverified
8Co-guiding NetAccuracy79.1Unverified
9Uni-MISAccuracy78.5Unverified
10SLIMAccuracy78.3Unverified
#ModelMetricClaimedVerifiedStatus
1CTRANAccuracy99.42Unverified
2Stack-Propagation (+BERT)Accuracy99Unverified
3JointBERT-CAEAccuracy98.3Unverified
4AGIFAccuracy98.1Unverified
5LIDSNetAccuracy98Unverified
6Stack-PropagationAccuracy98Unverified
7SF-IDAccuracy97.43Unverified
8SF-ID (BLSTM) networkAccuracy97.43Unverified
9Capsule-NLUAccuracy97.3Unverified
10Slot-Gated BLSTM with AttensionAccuracy97Unverified
#ModelMetricClaimedVerifiedStatus
1plain-LSTMF10.89Unverified
2linear-NgramsF10.87Unverified
3glove-LSTMF10.86Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)94.42Unverified
2OCaTS (kNN-GPT-4)Accuracy (%)82.7Unverified
#ModelMetricClaimedVerifiedStatus
1JointBERT-CAEIntent Accuracy97.7Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)89.79Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)84.01Unverified
#ModelMetricClaimedVerifiedStatus
1CM-NetAcc94.56Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)97.12Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)94.84Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)92.62Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASAccuracy94.27Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)92.57Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)87.41Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTa-Large + ICDAAccuracy (%)82.45Unverified
#ModelMetricClaimedVerifiedStatus
1MIDASAccuarcy85.02Unverified
#ModelMetricClaimedVerifiedStatus
1General SLU Model w/ ProfileAccuracy0.85Unverified