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Personalized Prediction on MovieLens (test)

0.646AccuracyAttn-G
0.52120.55360.5860.6184Feb 8, 2026

Evaluation results

MethodLinks
Attn-GToken Count=200, Backbone=Llama-1B-FT2026.020.646
Attn-GToken Count=150, Backbone=Llama-1B-FT2026.020.618
Mark ALLToken Count=200, Backbone=Llama-1B-FT2026.020.599
Direct SummaryToken Count=200, Backbone=Llama-1B-FT2026.020.598
Prompt-GToken Count=200, Backbone=Llama-1B-FT2026.020.596
Self-ReflectionToken Count=200, Backbone=Llama-1B-FT2026.020.596
CoTToken Count=200, Backbone=Llama-1B-FT2026.020.595
Random MarkToken Count=200, Backbone=Llama-1B-FT2026.020.594
Attn-GToken Count=100, Backbone=Llama-1B-FT2026.020.59
Mark ALLToken Count=150, Backbone=Llama-1B-FT2026.020.586
Direct SummaryToken Count=150, Backbone=Llama-1B-FT2026.020.584
Self-ReflectionToken Count=150, Backbone=Llama-1B-FT2026.020.583
Prompt-GToken Count=150, Backbone=Llama-1B-FT2026.020.582
Attn-GToken Count=50, Backbone=Llama-1B-FT2026.020.582
TruncateToken Count=200, Backbone=Llama-1B-FT2026.020.581
CoTToken Count=150, Backbone=Llama-1B-FT2026.020.581
Random MarkToken Count=150, Backbone=Llama-1B-FT2026.020.58
Mark ALLToken Count=100, Backbone=Llama-1B-FT2026.020.573
Direct SummaryToken Count=100, Backbone=Llama-1B-FT2026.020.571
Self-ReflectionToken Count=100, Backbone=Llama-1B-FT2026.020.57
Prompt-GToken Count=100, Backbone=Llama-1B-FT2026.020.569
CoTToken Count=100, Backbone=Llama-1B-FT2026.020.568
Random MarkToken Count=100, Backbone=Llama-1B-FT2026.020.567
Mark ALLToken Count=50, Backbone=Llama-1B-FT2026.020.564
Direct SummaryToken Count=50, Backbone=Llama-1B-FT2026.020.562
Self-ReflectionToken Count=50, Backbone=Llama-1B-FT2026.020.561
TruncateToken Count=150, Backbone=Llama-1B-FT2026.020.56
Prompt-GToken Count=50, Backbone=Llama-1B-FT2026.020.56
CoTToken Count=50, Backbone=Llama-1B-FT2026.020.559
Random MarkToken Count=50, Backbone=Llama-1B-FT2026.020.558
TruncateToken Count=100, Backbone=Llama-1B-FT2026.020.54
TruncateToken Count=50, Backbone=Llama-1B-FT2026.020.526