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Task Oriented Dialogue Systems On Kvret

Metrics

BLEU

Entity F1

Results

Performance results of various models on this benchmark

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

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Task Oriented Dialogue Systems On Kvret | SOTA | HyperAI