Personalized Prediction on MovieLens (test)
0.646AccuracyAttn-G
Evaluation Results
| Method | Links | |
|---|---|---|
| Attn-GToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.646 | |
| Attn-GToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.618 | |
| Mark ALLToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.599 | |
| Direct SummaryToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.598 | |
| Prompt-GToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.596 | |
| Self-ReflectionToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.596 | |
| CoTToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.595 | |
| Random MarkToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.594 | |
| Attn-GToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.59 | |
| Mark ALLToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.586 | |
| Direct SummaryToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.584 | |
| Self-ReflectionToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.583 | |
| Prompt-GToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.582 | |
| Attn-GToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.582 | |
| TruncateToken Count=200, Backbone=Llama-1B-FT2026.02 | 0.581 | |
| CoTToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.581 | |
| Random MarkToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.58 | |
| Mark ALLToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.573 | |
| Direct SummaryToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.571 | |
| Self-ReflectionToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.57 | |
| Prompt-GToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.569 | |
| CoTToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.568 | |
| Random MarkToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.567 | |
| Mark ALLToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.564 | |
| Direct SummaryToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.562 | |
| Self-ReflectionToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.561 | |
| TruncateToken Count=150, Backbone=Llama-1B-FT2026.02 | 0.56 | |
| Prompt-GToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.56 | |
| CoTToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.559 | |
| Random MarkToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.558 | |
| TruncateToken Count=100, Backbone=Llama-1B-FT2026.02 | 0.54 | |
| TruncateToken Count=50, Backbone=Llama-1B-FT2026.02 | 0.526 |