Attribution on CLICONSUMMATION text-only (256 samples)
76.33Macro-F1Cite-While-You-Generate (Text)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Cite-While-You-Generate (Text)Backbone=Qwen2.5-VL-7B, majority voting k=3, tau threshold=0.162026.01 | 76.33 | 58.7 | |
| Sent-EmbeddingBackbone=Qwen2.5-VL-7B2026.01 | 72.14 | 41.72 | |
| Sent-EmbeddingBackbone=LLaVA-NeXT-7B2026.01 | 63.85 | 13.52 | |
| Cite-While-You-Generate (Text)Backbone=LLaVA-NeXT-7B, majority voting k=5, tau threshold=0.122026.01 | 62.28 | 23.33 | |
| Self-AttributionBackbone=LLaVA-NeXT-7B2026.01 | 42.61 | 23.5 | |
| Self-AttributionBackbone=Qwen2.5-VL-7B2026.01 | 40.06 | 27.84 |