SOTAVerified

Task-Oriented Dialogue Systems

Achieving a pre-defined task through a dialog.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 308 papers

TitleStatusHype
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals—0
WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented DialogueCode1
EnSToM: Enhancing Dialogue Systems with Entropy-Scaled Steering Vectors for Topic MaintenanceCode0
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations—0
LANID: LLM-assisted New Intent DiscoveryCode0
Interpretable and Robust Dialogue State Tracking via Natural Language Summarization with LLMs—0
Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented DialoguesCode0
Intent-driven In-context Learning for Few-shot Dialogue State Tracking—0
Large Language Models as User-Agents for Evaluating Task-Oriented-Dialogue Systems—0
Towards Automatic Evaluation of Task-Oriented Dialogue Flows—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