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Exploring Auxiliary Reasoning Tasks for Task-oriented Dialog Systems with Meta Cooperative Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · CamRest | BLEU: 20.1 vs 18.5 | Helped |
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · CamRest | Entity F1: 59.2 vs 58.6 | Helped |
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · In-Car Assistant | BLEU: 17.2 vs 14.8 | Helped |
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · In-Car Assistant | Entity F1: 60.9 vs 60.0 | Helped |
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · Multi-WOZ 2.1 | BLEU: 13.6 vs 9.2 | Helped |
| Add meta-cooperatively learned KB and dialogue reasoning auxiliaries | Task-oriented dialogue generation · Multi-WOZ 2.1 | Entity F1: 32.6 vs 32.4 | Helped |
| Add meta learning to adapt the auxiliary reasoning networks (ablation) | MCL · CamRest | BLEU: 20.0 -> 20.1 | No clear effect |
| Add meta learning to adapt the auxiliary reasoning networks (ablation) | MCL · CamRest | Entity F1: 55.2 -> 58.2 | Helped |
| Add meta learning to adapt the auxiliary reasoning networks (ablation) | MCL · In-Car Assistant | BLEU: 15.2 -> 17.2 | Helped |
| Add meta learning to adapt the auxiliary reasoning networks (ablation) | MCL · Multi-WOZ 2.1 | BLEU: 10.3 -> 13.6 | Helped |
| Add the auxiliary KB reasoning task (ablation) | MCL · CamRest | BLEU: 17.6 -> 20.1 | Helped |
| Add the auxiliary dialogue reasoning task (ablation) | MCL · CamRest | BLEU: 15.7 -> 20.1 | Helped |
Closest papers by meaning
- Reasoning in Dialog: Improving Response Generation by Context Reading Comprehension (AAAI 2021 · similarity 0.89)
- TA&AT: Enhancing Task-Oriented Dialog with Turn-Level Auxiliary Tasks and Action-Tree Based Scheduled Sampling (AAAI 2024 · similarity 0.88)
- A Student-Teacher Architecture for Dialog Domain Adaptation Under the Meta-Learning Setting (AAAI 2021 · similarity 0.88)
- Winnie: Task-Oriented Dialog System with Structure-Aware Contrastive Learning and Enhanced Policy Planning (AAAI 2024 · similarity 0.86)
- From Retrieval to Generation: A Simple and Unified Generative Model for End-to-End Task-Oriented Dialogue (AAAI 2024 · similarity 0.85)
- Structure-Aware Multimodal Sequential Learning for Visual Dialog (AAAI 2024 · similarity 0.85)
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