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Task Oriented Dialogue Systems On Kvret

Métriques

BLEU

Entity F1

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	BLEU	Entity F1	Paper Title	Repository
TTOS	17.35	55.38	Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial Training
Mem2Seq	12.6	33.4	Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems
COMET	17.3	63.6	Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems	-
GLMP	14.79	59.97	Global-to-local Memory Pointer Networks for Task-Oriented Dialogue
DSR	12.7	51.9	Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Representation	-
T5-3b(UnifiedSKG)	-	70.07	UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
KB-retriever	13.9	53.7	Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
KV Retrieval Net	13.2	48.0	Key-Value Retrieval Networks for Task-Oriented Dialogue
DF-Net	15.2	62.5	Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog
THPN	12.8	37.8	A Template-guided Hybrid Pointer Network for Knowledge-based Task-oriented Dialogue Systems

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