SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

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Showing 176–200 of 308 papers

TitleStatusHype
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