SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 308 papers

TitleStatusHype
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems—0
Coreference Augmentation for Multi-Domain Task-Oriented Dialogue State Tracking—0
A Template-guided Hybrid Pointer Network for Knowledge-basedTask-oriented Dialogue SystemsCode0
Retrieve & Memorize: Dialog Policy Learning with Multi-Action MemoryCode0
High-Quality Diversification for Task-Oriented Dialogue SystemsCode0
Pretrain-Finetune Based Training of Task-Oriented Dialogue Systems in a Real-World Setting—0
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
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
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
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
Is the User Enjoying the Conversation? A Case Study on the Impact on the Reward Function—0
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines—0
AirConcierge: Generating Task-Oriented Dialogue via Efficient Large-Scale Knowledge RetrievalCode0
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy OptimizationCode0
Hybrid Supervised Reinforced Model for Dialogue Systems—0
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems—0
Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey—0
GCDST: A Graph-based and Copy-augmented Multi-domain Dialogue State Tracking—0
Conversation Graph: Data Augmentation, Training and Evaluation for Non-Deterministic Dialogue ManagementCode0
Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems—0
On Task-Level Dialogue Composition of Generative Transformer ModelCode0
Rethinking Supervised Learning and Reinforcement Learning in Task-Oriented Dialogue SystemsCode0
Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions—0
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems—0
Diversifying Task-oriented Dialogue Response Generation with Prototype Guided ParaphrasingCode0
Slot-consistent NLG for Task-oriented Dialogue Systems with Iterative Rectification Network—0
ConfNet2Seq: Full Length Answer Generation from Spoken QuestionsCode0
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems—0
Semi-Supervised Dialogue Policy Learning via Stochastic Reward Estimation—0
AIA-BDE: A Corpus of FAQs in Portuguese and their Variations—0
Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition—0
Conversational Question Reformulation via Sequence-to-Sequence Architectures and Pretrained Language Models—0
Pre-Trained and Attention-Based Neural Networks for Building Noetic Task-Oriented Dialogue Systems—0
Transfer Learning for Context-Aware Spoken Language Understanding—0
Effective Data Augmentation Approaches to End-to-End Task-Oriented Dialogue—0
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue SystemsCode0
Retrospective and Prospective Mixture-of-Generators for Task-oriented Dialogue Response GenerationCode0
Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems—0
A Framework for Building Closed-Domain Chat Dialogue Systems—0
ViGGO: A Video Game Corpus for Data-To-Text Generation in Open-Domain Conversation—0
Efficient Semi-Supervised Learning for Natural Language Understanding by Optimizing Diversity—0
SIM: A Slot-Independent Neural Model for Dialogue State Tracking—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