Recommendation on HRT
0.8518ND@5L3TR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| L3TRType=Our Models, Number of Parameters=6B2026.04 | 0.8518 | 0.8659 | 0.8102 | 0.8868 | 0.8531 | |
| TALLRecType=LLM-based Models, Number of Parameters=6B2026.04 | 0.8442 | 0.8532 | 0.7046 | 0.8838 | 0.8134 | |
| ReasonRankType=LLM-based Models, Number of Parameters=32B2026.04 | 0.8046 | 0.8198 | 0.7104 | 0.8886 | 0.7879 | |
| List-ExpType=LLM-based Models, Number of Parameters=>100B2026.04 | 0.7982 | 0.8166 | 0.6815 | 0.8311 | 0.7781 | |
| L3TRType=Our Models, N=302026.04 | 0.7956 | 0.8138 | 0.7482 | 0.8226 | 0.7839 | |
| TALLRecType=LLM-based Models, N=302026.04 | 0.7854 | 0.7992 | 0.6469 | 0.8294 | 0.7461 | |
| Point-ExpType=LLM-based Models, Number of Parameters=>100B2026.04 | 0.785 | 0.7981 | 0.6238 | 0.8191 | 0.7484 | |
| Rank1Type=LLM-based Models, Number of Parameters=7B2026.04 | 0.7833 | 0.7975 | 0.6485 | 0.8927 | 0.7577 | |
| ReasonRankType=LLM-based Models, N=30, Model Size=32B2026.04 | 0.7416 | 0.7604 | 0.6489 | 0.8237 | 0.7224 | |
| List-ExpType=LLM-based Models, N=302026.04 | 0.7234 | 0.7471 | 0.6017 | 0.7623 | 0.6992 | |
| Rank1Type=LLM-based Models, N=302026.04 | 0.7158 | 0.7311 | 0.5879 | 0.8263 | 0.6877 | |
| Point-ExpType=LLM-based Models, N=302026.04 | 0.7089 | 0.7258 | 0.5502 | 0.7432 | 0.6723 | |
| ReasonRankType=LLM-based Models, Number of Parameters=7B2026.04 | 0.6643 | 0.6977 | 0.5307 | 0.7782 | 0.6491 | |
| ReasonRankType=LLM-based Models, N=30, Model Size=7B2026.04 | 0.6089 | 0.6441 | 0.4743 | 0.7106 | 0.5898 | |
| TRBERTType=Domain-specific Models2026.04 | 0.6078 | 0.6604 | 0.3927 | 0.7937 | 0.5716 | |
| TRBERTType=Domain-specific Models, N=302026.04 | 0.5629 | 0.6158 | 0.3576 | 0.7362 | 0.5221 | |
| Point-ImpType=LLM-based Models, Number of Parameters=6B2026.04 | 0.5252 | 0.5973 | 0.3267 | 0.703 | 0.5033 | |
| BPJFNNType=Domain-specific Models2026.04 | 0.5077 | 0.5645 | 0.2607 | 0.7409 | 0.4614 | |
| BPJFNNType=Domain-specific Models, N=302026.04 | 0.4689 | 0.5247 | 0.2328 | 0.6894 | 0.4202 | |
| Point-ImpType=LLM-based Models, N=302026.04 | 0.4621 | 0.5346 | 0.2771 | 0.6206 | 0.4368 | |
| APJFNNType=Domain-specific Models2026.04 | 0.3872 | 0.4857 | 0.1683 | 0.6056 | 0.3646 | |
| APJFNNType=Domain-specific Models, N=302026.04 | 0.3538 | 0.4519 | 0.1471 | 0.5606 | 0.3314 | |
| PJFNNType=Domain-specific Models2026.04 | 0.343 | 0.4236 | 0.1551 | 0.5248 | 0.3348 | |
| PJFNNType=Domain-specific Models, N=302026.04 | 0.3116 | 0.3925 | 0.1353 | 0.4879 | 0.3058 | |
| List-ImpType=LLM-based Models, Number of Parameters=6B2026.04 | 0.2087 | 0.3062 | 0.0792 | 0.3564 | 0.2276 | |
| List-ImpType=LLM-based Models, N=302026.04 | 0.1698 | 0.2534 | 0.0601 | 0.3011 | 0.1849 |