SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Showing 125 of 308 papers

TitleStatusHype
CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue DatasetCode4
TextBox 2.0: A Text Generation Library with Pre-trained Language ModelsCode3
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsCode2
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue SystemsCode1
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the GapCode1
GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue SystemsCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Adding Chit-Chat to Enhance Task-Oriented DialoguesCode1
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue SystemsCode1
Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented DialogCode1
Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary TaskCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
Global-to-local Memory Pointer Networks for Task-Oriented DialogueCode1
Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue SystemsCode1
A Hybrid Architecture for Out of Domain Intent Detection and Intent DiscoveryCode1
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge AccessCode1
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access Track in DSTC9Code1
A Multi-Task BERT Model for Schema-Guided Dialogue State TrackingCode1
Contextual Semantic Parsing for Multilingual Task-Oriented DialoguesCode1
Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial TrainingCode1
Converse: A Tree-Based Modular Task-Oriented Dialogue SystemCode1
An Interpretable Neuro-Symbolic Reasoning Framework for Task-Oriented Dialogue GenerationCode1
Domain-Aware Dialogue State Tracker for Multi-Domain Dialogue SystemsCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5-3b(UnifiedSKG)Entity F170.07Unverified
2COMETEntity F163.6Unverified
3DF-NetEntity F162.7Unverified
4DF-NetEntity F162.5Unverified
5GLMPEntity F159.97Unverified
6TTOSEntity F155.38Unverified
7KB-retrieverEntity F153.7Unverified
8DSREntity F151.9Unverified
9KV Retrieval NetEntity F148Unverified
10THPNEntity F137.8Unverified
#ModelMetricClaimedVerifiedStatus
1T5METEOR0.33Unverified
2BARTMETEOR0.09Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-420.17Unverified