Cross-domain recommendation on Cross-Product
5.47Pass@64OneReason RFT thinking
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OneReason RFT thinkingCategory=Itemic Token-Based2026.06 | 5.47 | 4.19 | |
| OneReason RFT non-thinkingCategory=Itemic Token-Based2026.06 | 5.2 | 3.96 | |
| LC-Rec-PT-SFT-8BCategory=Itemic Token-Based2026.06 | 3.95 | 3 | |
| OneReason SFT non-thinkingCategory=Itemic Token-Based2026.06 | 3.94 | 2.96 | |
| OneReason SFT thinkingCategory=Itemic Token-Based2026.06 | 2.18 | 1.65 | |
| GPT-5.4Category=Text-Based2026.06 | 1.43 | 1.15 | |
| LC-Rec-SFT-Only-14BCategory=Itemic Token-Based2026.06 | 1.03 | 0.73 | |
| Qwen3-32BCategory=Text-Based2026.06 | 0.84 | 0.63 | |
| Gemini-3-PreviewCategory=Text-Based2026.06 | 0.74 | 0.59 | |
| GPT-4o-miniCategory=Text-Based2026.06 | 0.73 | 0.55 | |
| Qwen3-235B-A22BCategory=Text-Based2026.06 | 0.64 | 0.49 | |
| Deepseek-V3.2Category=Text-Based2026.06 | 0.38 | 0.31 | |
| HSTUCategory=ID-Based2026.06 | 0.32 | 0.24 | |
| SASRecCategory=ID-Based2026.06 | 0.31 | 0.25 | |
| Claude-Opus-4.6Category=Text-Based2026.06 | 0.23 | 0.17 | |
| TIGERCategory=Itemic Token-Based2026.06 | 0.21 | 0.17 | |
| Qwen3-8BCategory=Text-Based2026.06 | 0.15 | 0.12 | |
| LC-Rec-SFT-Only-8BCategory=Itemic Token-Based2026.06 | 0.06 | 0.05 |