SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 308 papers

TitleStatusHype
Towards LLM-driven Dialogue State TrackingCode1
Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems—0
Retrieval-Augmented Neural Response Generation Using Logical Reasoning and Relevance Scoring—0
A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems—0
InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue SystemsCode1
Retrieval-Generation Alignment for End-to-End Task-Oriented Dialogue SystemCode0
Improving Dialogue Management: Quality Datasets vs ModelsCode0
ChEDDAR: Student-ChatGPT Dialogue in EFL Writing EducationCode0
Enhancing Large Language Model Induced Task-Oriented Dialogue Systems Through Look-Forward Motivated Goals—0
S3-DST: Structured Open-Domain Dialogue Segmentation and State Tracking in the Era of LLMs—0
Continual Learning with Dirichlet Generative-based Rehearsal—0
DiactTOD: Learning Generalizable Latent Dialogue Acts for Controllable Task-Oriented Dialogue Systems—0
Roll Up Your Sleeves: Working with a Collaborative and Engaging Task-Oriented Dialogue SystemCode0
EmoUS: Simulating User Emotions in Task-Oriented Dialogues—0
In-Context Learning User Simulators for Task-Oriented Dialog SystemsCode1
Schema-Guided User Satisfaction Modeling for Task-Oriented DialoguesCode1
Multijugate Dual Learning for Low-Resource Task-Oriented Dialogue System—0
Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent ClassificationCode1
Towards Asking Clarification Questions for Information Seeking on Task-Oriented DialoguesCode0
Using Textual Interface to Align External Knowledge for End-to-End Task-Oriented Dialogue Systems—0
Towards Zero-Shot Frame Semantic Parsing with Task Agnostic Ontologies and Simple Labels—0
Dialog-to-Actions: Building Task-Oriented Dialogue System via Action-Level Generation—0
Multi-Stage Coarse-to-Fine Contrastive Learning for Conversation Intent Induction—0
A Hybrid Architecture for Out of Domain Intent Detection and Intent DiscoveryCode1
Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue SystemsCode0
Dialogue State Distillation Network with Inter-slot Contrastive Learning for Dialogue State Tracking—0
TextBox 2.0: A Text Generation Library with Pre-trained Language ModelsCode3
Dialog2API: Task-Oriented Dialogue with API Description and Example Programs—0
Privacy-Preserving Domain Adaptation of Semantic Parsers—0
Injecting Domain Knowledge in Language Models for Task-Oriented Dialogue SystemsCode1
Improve Text Classification Accuracy with Intent Information—0
Topic-Aware Response Generation in Task-Oriented Dialogue with Unstructured Knowledge AccessCode0
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue—0
Reranking Overgenerated Responses for End-to-End Task-Oriented Dialogue SystemsCode0
Deploying a Retrieval based Response Model for Task Oriented Dialogues—0
Augmenting Task-Oriented Dialogue Systems with Relation Extraction—0
Are Current Task-oriented Dialogue Systems Able to Satisfy Impolite Users?—0
Shift-Reduce Task-Oriented Semantic Parsing with Stack-TransformersCode0
UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood LearningCode0
Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent DiscoveryCode0
Q-TOD: A Query-driven Task-oriented Dialogue SystemCode0
Graph Neural Network Policies and Imitation Learning for Multi-Domain Task-Oriented Dialogues—0
Schema Encoding for Transferable Dialogue State Tracking—0
Attention Modulation for Zero-Shot Cross-Domain Dialogue State TrackingCode0
HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System—0
Insurance Question Answering via Single-turn Dialogue Modeling—0
Continual Few-shot Intent Detection—0
A Closer Look at Few-Shot Out-of-Distribution Intent DetectionCode0
External Knowledge Selection with Weighted Negative Sampling in Knowledge-grounded Task-oriented Dialogue SystemsCode0
Dialogue Evaluation with Offline Reinforcement Learning—0
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All datasetsKvretSGDMULTIWOZ 2.0

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5-3b(UnifiedSKG)Entity F170.07—Unverified
2COMETEntity F163.6—Unverified
3DF-NetEntity F162.7—Unverified
4DF-NetEntity F162.5—Unverified
5GLMPEntity F159.97—Unverified
6TTOSEntity F155.38—Unverified
7KB-retrieverEntity F153.7—Unverified
8DSREntity F151.9—Unverified
9KV Retrieval NetEntity F148—Unverified
10THPNEntity F137.8—Unverified
#ModelMetricClaimedVerifiedStatus
1T5METEOR0.33—Unverified
2BARTMETEOR0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-420.17—Unverified