Recommendation on Book-Crossing Few-shot
67.9AUCGraphLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphLoRAFew-shot samples=256, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 67.9 | |
| TALLRecFew-shot samples=256, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 64.38 | |
| GraphLoRAFew-shot samples=64, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 61.08 | |
| GraphLoRAFew-shot samples=16, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 60.9 | |
| TALLRecFew-shot samples=64, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 60.39 | |
| TALLRecFew-shot samples=16, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 56.36 | |
| SASRecFew-shot samples=256, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 50.2 | |
| GRU-BERTFew-shot samples=16, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 50.07 | |
| SASRecFew-shot samples=64, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 50.06 | |
| GRU-BERTFew-shot samples=256, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 49.79 | |
| GRU-BERTFew-shot samples=64, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 49.64 | |
| SASRecFew-shot samples=16, Backbone=LLaMA-7B, Evaluation Protocol=TALLRec2026.04 | 49.48 |