Explanatory Sentence Ranking on Legal Case-Law Overall
82NDCG@10GPT-5
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPT-5version=5.42026.07 | 82 | 87 | |
| DeBERTa-large (v3)2026.07 | 79 | 79 | |
| Qwen2.5Instruct 72B2026.07 | 78 | 85 | |
| GPT-5version=5.22026.07 | 77 | 85 | |
| GPT-OSS-120B2026.07 | 70 | 81 | |
| BERTvariant=sp2snt2026.07 | 68 | 77 | |
| ModernBERTvariant=sp2snt2026.07 | 66 | 77 | |
| Qwen-3-32B2026.07 | 65 | 80 | |
| BERTvariant=qry2snt2026.07 | 64 | 73 | |
| ModernBERTvariant=qry2snt2026.07 | 62 | 74 | |
| BERTvariant=snt2026.07 | 59 | 70 | |
| ModernBERTvariant=sp2ctx2026.07 | 59 | 74 | |
| LLaMA-4-Scout-17B2026.07 | 59 | 75 | |
| ModernBERTvariant=snt2026.07 | 58 | 72 | |
| LLaMA-3.3-70B2026.07 | 58 | 75 | |
| ModernBERTvariant=sp2snt+ctx2026.07 | 56 | 70 | |
| ModernBERTvariant=sp+qry2snt2026.07 | 51 | 67 | |
| GPT-4o2026.07 | 51 | 69 |