SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

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Showing 151–200 of 308 papers

TitleStatusHype
Decoupling Strategy and Surface Realization for Task-oriented Dialogues—0
"How Robust r u?": Evaluating Task-Oriented Dialogue Systems on Spoken ConversationsCode1
Every time I fire a conversational designer, the performance of the dialog system goes down—0
Style Control for Schema-Guided Natural Language Generation—0
Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue SystemsCode0
Constraint based Knowledge Base Distillation in End-to-End Task Oriented Dialogs—0
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue SystemsCode0
Addressing Slot-Value Changes in Task-oriented Dialogue Systems through Dialogue Domain Adaptation—0
Taming the Beast: Learning to Control Neural Conversational Models—0
A Template-guided Hybrid Pointer Network for Knowledge-based Task-oriented Dialogue SystemsCode0
Discovering Dialogue Slots with Weak Supervision—0
Space Efficient Context Encoding for Non-Task-Oriented Dialogue Generation with Graph Attention TransformerCode0
Learn to Focus: Hierarchical Dynamic Copy Network for Dialogue State Tracking—0
CANDLE: Decomposing Conditional and Conjunctive Queries for Task-Oriented Dialogue Systems—0
DORA: Toward Policy Optimization for Task-oriented Dialogue System with Efficient ContextCode0
A Task-Oriented Dialogue Architecture via Transformer Neural Language Models and Symbolic Injection—0
Recent Neural Methods on Dialogue State Tracking for Task-Oriented Dialogue Systems: A Survey—0
The AI Doctor Is In: A Survey of Task-Oriented Dialogue Systems for Healthcare Applications—0
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems—0
Coreference Augmentation for Multi-Domain Task-Oriented Dialogue State Tracking—0
Out-of-Scope Intent Detection with Self-Supervision and Discriminative TrainingCode0
Can I Be of Further Assistance? Using Unstructured Knowledge Access to Improve Task-oriented Conversational Modeling—0
A Template-guided Hybrid Pointer Network for Knowledge-basedTask-oriented Dialogue SystemsCode0
Shades of BLEU, Flavours of Success: The Case of MultiWOZCode1
Retrieve & Memorize: Dialog Policy Learning with Multi-Action MemoryCode0
High-Quality Diversification for Task-Oriented Dialogue SystemsCode0
Définition et détection des incohérences du système dans les dialogues orientés tâche. (We present experiments on automatically detecting inconsistent behavior of task-oriented dialogue systems from the context)—0
Pretrain-Finetune Based Training of Task-Oriented Dialogue Systems in a Real-World Setting—0
Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks—0
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking?Code0
Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue SystemsCode1
Alexa Conversations: An Extensible Data-driven Approach for Building Task-oriented Dialogue Systems—0
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems—0
On the Use of Linguistic Features for the Evaluation of Generative Dialogue Systems—0
Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State TrackingCode1
MultiWOZ 2.4: A Multi-Domain Task-Oriented Dialogue Dataset with Essential Annotation Corrections to Improve State Tracking EvaluationCode1
Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue SystemsCode1
Domain State Tracking for a Simplified Dialogue System—0
Improving Longer-range Dialogue State Tracking—0
Integrating Pre-trained Model into Rule-based Dialogue Management—0
A Cooperative Memory Network for Personalized Task-oriented Dialogue Systems with Incomplete User ProfilesCode0
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics—0
An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State TrackerCode0
Slot Self-Attentive Dialogue State TrackingCode1
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access Track in DSTC9Code1
Is the User Enjoying the Conversation? A Case Study on the Impact on the Reward Function—0
Continual Learning in Task-Oriented Dialogue SystemsCode1
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines—0
Learning to Retrieve Entity-Aware Knowledge and Generate Responses with Copy Mechanism for Task-Oriented Dialogue SystemsCode1
AirConcierge: Generating Task-Oriented Dialogue via Efficient Large-Scale Knowledge RetrievalCode0
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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