Diverse Generation on IBM ArgKP
7.97LLM DiversityDiv Outline
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Div OutlineLv=2, Model=GPT-5-mini2026.06 | 7.97 | 33 | 34 | 7.37 | |
| Div OutlineLv=2, Model=Mistral-L32026.06 | 7.93 | 37 | 21 | 7.81 | |
| Div OutlineLv=2, Model=DeepSeek-V3.22026.06 | 7.66 | 35 | 30 | 7.71 | |
| KeywordLv=2, Model=GPT-5-mini2026.06 | 6.17 | 28 | 31 | 7.32 | |
| Div OutlineLv=2, Model=Qwen3-4B2026.06 | 6.08 | 31 | 25 | 7.42 | |
| KeywordLv=2, Model=Mistral-L32026.06 | 5.79 | 26 | 17 | 7.94 | |
| KeywordLv=2, Model=Qwen3-4B2026.06 | 5.75 | 27 | 22 | 7.38 | |
| KeywordLv=2, Model=DeepSeek-V3.22026.06 | 5.32 | 29 | 24 | 7.73 | |
| DirectLv=0, Model=DeepSeek-V3.22026.06 | 3.71 | 30 | 21 | 7.44 | |
| Direct (τ=1.5)Lv=0, Model=DeepSeek-V3.22026.06 | 3.58 | 30 | 23 | 7.26 | |
| DirectLv=0, Model=GPT-5-mini2026.06 | 3.51 | 23 | 23 | 7.26 | |
| VerbalizedLv=0, Model=GPT-5-mini2026.06 | 2.95 | 19 | 22 | 7.3 | |
| DirectLv=0, Model=Mistral-L32026.06 | 2.6 | 24 | 11 | 6.66 | |
| SSOTLv=1, Model=GPT-5-mini2026.06 | 2.51 | 15 | 18 | 6.93 | |
| VerbalizedLv=0, Model=DeepSeek-V3.22026.06 | 2.32 | 20 | 18 | 7.36 | |
| SSOTLv=1, Model=DeepSeek-V3.22026.06 | 2.29 | 13 | 14 | 7.53 | |
| VerbalizedLv=0, Model=Mistral-L32026.06 | 2.22 | 14 | 10 | 7.14 | |
| SSOTLv=1, Model=Mistral-L32026.06 | 2.21 | 9 | 9 | 7.39 | |
| Direct (τ=1.5)Lv=0, Model=Qwen3-4B2026.06 | 2.02 | 14 | 12 | 6.78 | |
| VerbalizedLv=0, Model=Qwen3-4B2026.06 | 1.76 | 12 | 12 | 6.97 | |
| DirectLv=0, Model=Qwen3-4B2026.06 | 1.72 | 14 | 12 | 6.89 | |
| SSOTLv=1, Model=Qwen3-4B2026.06 | 1.64 | 9 | 15 | 6.98 | |
| G2Lv=0, Model=Qwen3-4B2026.06 | 1.59 | 7 | 16 | 7.03 |