Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 308 papers

Title	Date	Tasks	Status	Hype
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization	Nov 18, 2020	Decision MakingReinforcement Learning (RL)	—Unverified	0
Hybrid Supervised Reinforced Model for Dialogue Systems	Nov 4, 2020	Decision MakingDialogue Management	—Unverified	0
Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems	Nov 3, 2020	Data AugmentationDiversity	CodeCode Available	1
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems	Nov 1, 2020	Deep Reinforcement LearningSpoken Dialogue Systems	—Unverified	0
GCDST: A Graph-based and Copy-augmented Multi-domain Dialogue State Tracking	Nov 1, 2020	Dialogue State TrackingMulti-domain Dialogue State Tracking	—Unverified	0
Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial Training	Nov 1, 2020	Generative Adversarial NetworkTask-Oriented Dialogue Systems	CodeCode Available	1
Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey	Nov 1, 2020	intent-classificationIntent Classification	—Unverified	0
Conversation Graph: Data Augmentation, Training and Evaluation for Non-Deterministic Dialogue Management	Oct 29, 2020	Data AugmentationDialogue Management	CodeCode Available	0
Adding Chit-Chat to Enhance Task-Oriented Dialogues	Oct 24, 2020	Dialogue GenerationDialogue Understanding	CodeCode Available	1
Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems	Oct 12, 2020	Response GenerationTask-Oriented Dialogue Systems	—Unverified	0
MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation	Oct 12, 2020	Dialogue State TrackingNatural Language Understanding	CodeCode Available	1
On Task-Level Dialogue Composition of Generative Transformer Model	Oct 9, 2020	Response GenerationTask-Oriented Dialogue Systems	CodeCode Available	0
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems	Oct 4, 2020	Dependency ParsingRepresentation Learning	CodeCode Available	1
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems	Sep 28, 2020	Dialogue State TrackingManagement	CodeCode Available	1
MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue Systems	Sep 25, 2020	Dialogue State TrackingMulti-domain Dialogue State Tracking	CodeCode Available	1
Rethinking Supervised Learning and Reinforcement Learning in Task-Oriented Dialogue Systems	Sep 21, 2020	DecoderMulti-Label Classification	CodeCode Available	0
Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions	Aug 17, 2020	Intent DetectionQuestion Generation	—Unverified	0
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems	Aug 14, 2020	Dialogue State TrackingFew-Shot Learning	—Unverified	0
Diversifying Task-oriented Dialogue Response Generation with Prototype Guided Paraphrasing	Aug 7, 2020	DiversityResponse Generation	CodeCode Available	0
Slot-consistent NLG for Task-oriented Dialogue Systems with Iterative Rectification Network	Jul 1, 2020	HallucinationTask-Oriented Dialogue Systems	—Unverified	0
A Generative Model for Joint Natural Language Understanding and Generation	Jun 12, 2020	Natural Language UnderstandingTask-Oriented Dialogue Systems	CodeCode Available	1
Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue System	Jun 11, 2020	Hierarchical Reinforcement Learningreinforcement-learning	CodeCode Available	1
ConfNet2Seq: Full Length Answer Generation from Spoken Questions	Jun 9, 2020	Answer GenerationSentence	CodeCode Available	0
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems	Jun 8, 2020	Dialogue State TrackingManagement	—Unverified	0
Beyond Domain APIs: Task-oriented Conversational Modeling with Unstructured Knowledge Access	Jun 5, 2020	Response GenerationTask-Oriented Dialogue Systems	CodeCode Available	1

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All datasets Kvret SGD MULTIWOZ 2.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5-3b(UnifiedSKG)	Entity F1	70.07	—	Unverified
2	COMET	Entity F1	63.6	—	Unverified
3	DF-Net	Entity F1	62.7	—	Unverified
4	DF-Net	Entity F1	62.5	—	Unverified
5	GLMP	Entity F1	59.97	—	Unverified
6	TTOS	Entity F1	55.38	—	Unverified
7	KB-retriever	Entity F1	53.7	—	Unverified
8	DSR	Entity F1	51.9	—	Unverified
9	KV Retrieval Net	Entity F1	48	—	Unverified
10	THPN	Entity F1	37.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	T5	METEOR	0.33	—	Unverified
2	BART	METEOR	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	20.17	—	Unverified