LLM Self-Consistency Certification on ER-REASON
92.1Bonferroni ScoreCITE/W-CITE Framework
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CITE/W-CITE FrameworkModel=gpt-oss-20b, N=1024, Case=A, Target=mode2026.05 | 92.1 | 91.5 | 91.9 | 93.9 | 86.1 | 4.2 | 128.3 | 127.5 | 110.8 | |
| CITE/W-CITE FrameworkModel=gpt-oss-20b, N=64, Case=A, Target=mode2026.05 | 62.3 | 64 | 64.4 | 72.2 | 65.4 | 3.2 | 26.6 | 28.4 | 22.1 | |
| CITE/W-CITE FrameworkModel=Qwen3-30B, N=256, Case=A, Target=mode2026.05 | 11.1 | 100 | 100 | 100 | 100 | 1.1 | 11.8 | 12.6 | 9.3 | |
| CITE/W-CITE FrameworkModel=Qwen3-30B, N=128, Case=A, Target=mode2026.05 | 11 | 99.6 | 99.6 | 99.8 | 99.6 | 1.1 | 11.3 | 12.2 | 8.8 | |
| CITE/W-CITE FrameworkModel=Qwen3-30B, N=64, Case=A, Target=mode2026.05 | 10.2 | 98.3 | 98.3 | 99 | 98.8 | 1.1 | 10.6 | 11.5 | 8.2 |