Job Recommendation on JobRec
0.9227NDCG@5L3TR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| L3TRType=Our Models, Number of Parameters=20B2026.04 | 0.9227 | 0.9313 | 0.8794 | 0.9724 | 0.9231 | |
| TALLRecType=LLM-based Models, Number of Parameters=20B2026.04 | 0.9003 | 0.9125 | 0.8437 | 0.9483 | 0.9019 | |
| List-ExpType=LLM-based Models, Number of Parameters=>100B2026.04 | 0.7539 | 0.7719 | 0.5994 | 0.8844 | 0.7234 | |
| Point-ImpType=LLM-based Models, Number of Parameters=20B2026.04 | 0.7119 | 0.7466 | 0.5386 | 0.8616 | 0.679 | |
| ReasonRankType=LLM-based Models, Number of Parameters=32B2026.04 | 0.6935 | 0.7195 | 0.5745 | 0.8123 | 0.6814 | |
| Rank1Type=LLM-based Models, Number of Parameters=7B2026.04 | 0.6559 | 0.6969 | 0.4496 | 0.842 | 0.6142 | |
| ReasonRankType=LLM-based Models, Number of Parameters=7B2026.04 | 0.6429 | 0.6842 | 0.4746 | 0.794 | 0.616 | |
| List-ImpType=LLM-based Models, Number of Parameters=20B2026.04 | 0.597 | 0.6444 | 0.462 | 0.7191 | 0.586 | |
| Point-ExpType=LLM-based Models, Number of Parameters=>100B2026.04 | 0.58 | 0.6288 | 0.3627 | 0.7733 | 0.5417 | |
| PJFNNType=Domain-specific Models2026.04 | 0.208 | 0.3132 | 0.0704 | 0.3527 | 0.2285 | |
| BPJFNNType=Domain-specific Models2026.04 | 0.2008 | 0.3051 | 0.0669 | 0.3406 | 0.2225 | |
| TRBERTType=Domain-specific Models2026.04 | 0.1967 | 0.2976 | 0.0663 | 0.3351 | 0.2197 |