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SOTA
Task Oriented Dialogue Systems
Task Oriented Dialogue Systems On Kvret
Task Oriented Dialogue Systems On Kvret
評価指標
BLEU
Entity F1
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
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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