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User Simulation on MovieLens
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29.74
F1 Score
CoARS
7.796
13.493
19.19
24.887
Apr 11, 2026
F1 Score
Updated 5d ago
Evaluation Results
Method
Method
Links
F1 Score
CoARS
Backbone=Qwen3-8B
2026.04
29.74
iAgent
Backbone=GPT-5.4-mini
2026.04
28.84
AFL
Backbone=GPT-5.4-mini
2026.04
24.46
CoARS
Backbone=Qwen3-4B
2026.04
19.54
RecoWorld
Backbone=Qwen3-8B
2026.04
18.67
iAgent
Backbone=Qwen3-8B
2026.04
18.56
AFL
Backbone=Qwen3-8B
2026.04
16.93
Reflexion
Backbone=GPT-5.4-mini
2026.04
16.54
iAgent
Backbone=Qwen3-4B
2026.04
15.42
AFL
Backbone=Qwen3-4B
2026.04
14.45
RecoWorld
Backbone=Qwen3-4B
2026.04
14.32
Reflexion
Backbone=Qwen3-8B
2026.04
10.28
Reflexion
Backbone=Qwen3-4B
2026.04
8.64
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