Research map / Vision-language and multimodal / Visual question answering
Improving Knowledge-Aware Dialogue Generation via Knowledge Base Question Answering
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add the transferred question representation module (ablation) | TransDG · Reddit test | perplexity: 42.17 -> 37.53 | Helped |
| add the transferred knowledge selection module (ablation) | TransDG · Reddit test | entity score: 0.774 -> 1.207 | Helped |
| add response guiding attention (ablation) | TransDG · Reddit test | BLEU-1: 0.1712 -> 0.1807 | Helped |
| add the second-step decoder (ablation) | TransDG · Reddit test | entity score: 1.114 -> 1.207 | Helped |
| add both transferred question representation and knowledge selection modules (ablation) | TransDG · Reddit test | perplexity: 44.15 -> 37.53 | Helped |
Closest papers by meaning
- Zero-Resource Knowledge-Grounded Dialogue Generation (NeurIPS 2020 · similarity 0.90)
- From Retrieval to Generation: A Simple and Unified Generative Model for End-to-End Task-Oriented Dialogue (AAAI 2024 · similarity 0.89)
- Improving Open-Domain Dialogue Response Generation with Multi-Source Multilingual Commonsense Knowledge (AAAI 2024 · similarity 0.89)
- Diverse and Faithful Knowledge-Grounded Dialogue Generation via Sequential Posterior Inference (ICML 2023 · similarity 0.89)
- Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive Learning (AAAI 2024 · similarity 0.86)
- Response Enhanced Semi-supervised Dialogue Query Generation (AAAI 2024 · similarity 0.86)
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