SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Showing 2130 of 308 papers

TitleStatusHype
Unsupervised Extraction of Dialogue Policies from Conversations0
Making Task-Oriented Dialogue Datasets More Natural by Synthetically Generating Indirect User Requests0
Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning0
Unsupervised Mutual Learning of Dialogue Discourse Parsing and Topic SegmentationCode0
Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation0
DuetSim: Building User Simulator with Dual Large Language Models for Task-Oriented DialoguesCode0
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System0
Many Hands Make Light Work: Task-Oriented Dialogue System with Module-Based Mixture-of-Experts0
Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language ModelsCode1
Unsupervised End-to-End Task-Oriented Dialogue with LLMs: The Power of the Noisy ChannelCode0
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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