Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 308 papers

Title	Date	Tasks	Status	Hype	Score
A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking	Jul 2, 2022	Dialogue State TrackingIntent Classification	CodeCode Available	1	5
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue	Jan 15, 2019	DecoderTask-Oriented Dialogue Systems	CodeCode Available	1	5
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems	Oct 4, 2020	Dependency ParsingRepresentation Learning	CodeCode Available	1	5
Act-Aware Slot-Value Predicting in Multi-Domain Dialogue State Tracking	Aug 4, 2022	Dialogue State TrackingMachine Reading Comprehension	CodeCode Available	0	5
An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State Tracker	Jan 27, 2021	dialog state trackingDialogue State Tracking	CodeCode Available	0	5
Incremental Learning from Scratch for Task-Oriented Dialogue Systems	Jun 12, 2019	Incremental LearningTask-Oriented Dialogue Systems	CodeCode Available	0	5
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking?	May 8, 2021	Dialogue State TrackingFew-Shot Learning	CodeCode Available	0	5
Improving Dialogue Management: Quality Datasets vs Models	Oct 2, 2023	Dialog LearningDialogue Management	CodeCode Available	0	5
IndoToD: A Multi-Domain Indonesian Benchmark For End-to-End Task-Oriented Dialogue Systems	Nov 2, 2023	Task-Oriented Dialogue SystemsTransfer Learning	CodeCode Available	0	5
Confidence Estimation for LLM-Based Dialogue State Tracking	Sep 15, 2024	Dialogue State TrackingHallucination	CodeCode Available	0	5
ConfNet2Seq: Full Length Answer Generation from Spoken Questions	Jun 9, 2020	Answer GenerationSentence	CodeCode Available	0	5
A Network-based End-to-End Trainable Task-oriented Dialogue System	Apr 15, 2016	Task-Oriented Dialogue Systems	CodeCode Available	0	5
ChEDDAR: Student-ChatGPT Dialogue in EFL Writing Education	Sep 23, 2023	Intent DetectionTask-Oriented Dialogue Systems	CodeCode Available	0	5
GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systems	Nov 16, 2021	Task-Oriented Dialogue Systems	CodeCode Available	0	5
A Cooperative Memory Network for Personalized Task-oriented Dialogue Systems with Incomplete User Profiles	Feb 16, 2021	AttributeTask-Oriented Dialogue Systems	CodeCode Available	0	5
A Modular Task-oriented Dialogue System Using a Neural Mixture-of-Experts	Jul 10, 2019	global-optimizationMixture-of-Experts	CodeCode Available	0	5
GCDF1: A Goal- and Context- Driven F-Score for Evaluating User Models	Nov 1, 2021	Dialogue EvaluationTask-Oriented Dialogue Systems	CodeCode Available	0	5
Amendable Generation for Dialogue State Tracking	Oct 29, 2021	Dialogue State TrackingMulti-domain Dialogue State Tracking	CodeCode Available	0	5
Global-Locally Self-Attentive Dialogue State Tracker	May 19, 2018	Dialogue State TrackingMulti-domain Dialogue State Tracking	CodeCode Available	0	5
High-Quality Diversification for Task-Oriented Dialogue Systems	Jun 2, 2021	Conversational SearchDeep Reinforcement Learning	CodeCode Available	0	5
Exploring the Viability of Synthetic Audio Data for Audio-Based Dialogue State Tracking	Dec 4, 2023	Dialogue State TrackingTask-Oriented Dialogue Systems	CodeCode Available	0	5
A Comparative Study on Language Models for Task-Oriented Dialogue Systems	Jan 21, 2022	Dialogue State TrackingHallucination	CodeCode Available	0	5
External Knowledge Selection with Weighted Negative Sampling in Knowledge-grounded Task-oriented Dialogue Systems	Sep 6, 2022	Response GenerationStyle Transfer	CodeCode Available	0	5
A User Simulator for Task-Completion Dialogues	Dec 17, 2016	reinforcement-learningReinforcement Learning	CodeCode Available	0	5
Exploring the Robustness of Task-oriented Dialogue Systems for Colloquial German Varieties	Feb 3, 2024	Intent Recognitionslot-filling	CodeCode Available	0	5

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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