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Task Oriented Dialogue Systems On Kvret

Metrics

BLEU
Entity F1

Results

Performance results of various models on this benchmark

Model Name
BLEU
Entity F1
Paper TitleRepository
TTOS17.3555.38Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial Training
Mem2Seq12.633.4Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems
COMET17.363.6Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems-
GLMP14.7959.97Global-to-local Memory Pointer Networks for Task-Oriented Dialogue
DSR12.751.9Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Representation-
T5-3b(UnifiedSKG)-70.07UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
KB-retriever13.953.7Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
KV Retrieval Net13.248.0Key-Value Retrieval Networks for Task-Oriented Dialogue
DF-Net15.262.5Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog
THPN12.837.8A Template-guided Hybrid Pointer Network for Knowledge-based Task-oriented Dialogue Systems
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