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task-oriented-dialogue-systems-on-kvret
Task-Oriented Dialogue Systems
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Paper
Code
Entity F1
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BLEU
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ModelName
ReleaseDate
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UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
✓ Link
70.07
T5-3b(UnifiedSKG)
2022-01-16
Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems
63.6
17.3
COMET
2020-10-12
Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog
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62.5
15.2
DF-Net
2020-04-23
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue
✓ Link
59.97
14.79
GLMP
2019-01-15
Amalgamating Knowledge from Two Teachers for Task-oriented Dialogue System with Adversarial Training
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55.38
17.35
TTOS
Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
✓ Link
53.7
13.9
KB-retriever
2019-09-15
Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Representation
51.9
12.7
DSR
2018-06-12
Key-Value Retrieval Networks for Task-Oriented Dialogue
✓ Link
48.0
13.2
KV Retrieval Net
2017-05-15
A Template-guided Hybrid Pointer Network for Knowledge-based Task-oriented Dialogue Systems
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37.8
12.8
THPN
Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems
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33.4
12.6
Mem2Seq
2018-04-23