Research map / Graph learning / Knowledge and temporal graphs
Knowledge Bridging for Empathetic Dialogue Generation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add external emotional knowledge through the emotional context encoder (ablation) | KEMP · EmpatheticDialogues | Accuracy: 38.80 -> 39.31 | Helped |
| add external emotional knowledge through the emotional context encoder (ablation) | KEMP · EmpatheticDialogues | Perplexity: 36.42 -> 36.89 | Hurt |
| add external emotional knowledge through the emotional context encoder (ablation) | KEMP · EmpatheticDialogues | Distinct-1: 0.52 -> 0.55 | Helped |
| add external emotional knowledge through the emotional context encoder (ablation) | KEMP · EmpatheticDialogues | Distinct-2: 2.09 -> 2.29 | Helped |
| add emotion-dependency mechanisms in the decoder (ablation) | KEMP · EmpatheticDialogues | Accuracy: 35.41 -> 39.31 | Helped |
| add emotion-dependency mechanisms in the decoder (ablation) | KEMP · EmpatheticDialogues | Perplexity: 36.14 -> 36.89 | Hurt |
| add emotion-dependency mechanisms in the decoder (ablation) | KEMP · EmpatheticDialogues | Distinct-1: 0.41 -> 0.55 | Helped |
| add emotion-dependency mechanisms in the decoder (ablation) | KEMP · EmpatheticDialogues | Distinct-2: 2.04 -> 2.29 | Helped |
| integrate KEMP graph-attention and emotion-dependency layers into DialoGPT | DialoGPT · EmpatheticDialogues | Perplexity: 15.57 -> 15.21 | Helped |
| integrate KEMP graph-attention and emotion-dependency layers into DialoGPT | DialoGPT · EmpatheticDialogues | Distinct-1: 1.57 -> 2.79 | Helped |
| integrate KEMP graph-attention and emotion-dependency layers into DialoGPT | DialoGPT · EmpatheticDialogues | Distinct-2: 4.18 -> 4.24 | Helped |
| increase the number of injected external concepts | KEMP · EmpatheticDialogues | Accuracy | Mixed |
Closest papers by meaning
- MvP-ECR: Multi-Perspective Emotion-Cause Reasoning for Empathetic Dialogue (AAAI 2026 · similarity 0.89)
- EmpathyChat: Structured Cognitive Reasoning in Empathetic Spoken Dialogue (NeurIPS 2026 · similarity 0.89)
- RLVER: Reinforcement Learning with Verifiable Emotion Rewards for Empathetic Agents (ICLR 2026 · similarity 0.87)
- Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modeling (AAAI 2024 · similarity 0.86)
- Nano-EmoX: Unifying Multimodal Emotional Intelligence from Perception to Empathy (CVPR 2026 · similarity 0.86)
- SocialSim: Towards Socialized Simulation of Emotional Support Conversation (AAAI 2025 · similarity 0.85)
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