Papers with dataset construction methods
Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios (2025.findings-emnlp)
Copied to clipboard
| Challenge: | Existing dataset construction methods fail to cover the complexity of multimodal safety scenarios . lack of a unified evaluation metric makes them unproven . |
| Approach: | They propose a risk-oriented image-oriented self-adaptive dataset construction method for RMS . they automatically generate an RMS dataset comprising 35,610 image–text pairs with guidance responses . |
| Outcome: | The proposed method automatically generates an RMS dataset comprising 35,610 image–text pairs with guidance responses. |
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data (2025.findings-emnlp)
Copied to clipboard
| Challenge: | Traditional data generation methods are labor-intensive, resource-demanding, and raise privacy concerns. |
| Approach: | They propose an automatic synthetic data generation approach and introduce the **I**mplicit **P**ersonalized **Dialog**ue benchmark along with a training dataset, covering 10 tasks and 12 user attribute types. |
| Outcome: | The proposed approach incorporates the **Implicit **P**ersonalized **Dialog**ue benchmark along with a training dataset, covering 10 tasks and 12 user attribute types. |