Summarization on Summarization (ROUGE-1)
49ROUGE-1 ScoreIGDS
Evaluation Results
| Method | Links | |
|---|---|---|
| IGDSModel=Qwen3-8B-Base, Data Selection Strategy=IGDS2026.04 | 49 | |
| FullModel=Qwen3-8B-Base, Data Selection Strategy=Full2026.04 | 48.9 | |
| IFDModel=Qwen3-8B-Base, Data Selection Strategy=IFD2026.04 | 48.8 | |
| ZIPModel=Qwen3-8B-Base, Data Selection Strategy=ZIP2026.04 | 48.5 | |
| RandomModel=Qwen3-8B-Base, Data Selection Strategy=Random2026.04 | 48.2 | |
| LossModel=Qwen3-8B-Base, Data Selection Strategy=Loss2026.04 | 47.4 | |
| IGDSModel=Gemma-2-2B, Data Selection Strategy=IGDS2026.04 | 45.2 | |
| FullModel=Gemma-2-2B, Data Selection Strategy=Full2026.04 | 45 | |
| ZIPModel=Gemma-2-2B, Data Selection Strategy=ZIP2026.04 | 44.9 | |
| LossModel=Gemma-2-2B, Data Selection Strategy=Loss2026.04 | 44.8 | |
| IFDModel=Gemma-2-2B, Data Selection Strategy=IFD2026.04 | 44 | |
| RandomModel=Gemma-2-2B, Data Selection Strategy=Random2026.04 | 43.9 | |
| OriginalModel=Qwen3-8B-Base, Data Selection Strategy=Original2026.04 | 31.2 | |
| IGDSModel=Llama-3.1-8B, Data Selection Strategy=IGDS2026.04 | 26.1 | |
| FullModel=Llama-3.1-8B, Data Selection Strategy=Full2026.04 | 26 | |
| IFDModel=Llama-3.1-8B, Data Selection Strategy=IFD2026.04 | 25.8 | |
| RandomModel=Llama-3.1-8B, Data Selection Strategy=Random2026.04 | 25.4 | |
| LossModel=Llama-3.1-8B, Data Selection Strategy=Loss2026.04 | 25.4 | |
| ZIPModel=Llama-3.1-8B, Data Selection Strategy=ZIP2026.04 | 24.5 | |
| OriginalModel=Gemma-2-2B, Data Selection Strategy=Original2026.04 | 22 | |
| OriginalModel=Llama-3.1-8B, Data Selection Strategy=Original2026.04 | 1.1 |