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User Simulation on LastFM
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31.45
F1 Score
CoARS
5.4188
12.1769
18.935
25.6931
Apr 11, 2026
F1 Score
Updated 5d ago
Evaluation Results
Method
Method
Links
F1 Score
CoARS
Backbone=Qwen3-8B
2026.04
31.45
iAgent
Backbone=GPT-5.4-mini
2026.04
26.53
AFL
Backbone=GPT-5.4-mini
2026.04
24.82
CoARS
Backbone=Qwen3-4B
2026.04
21.64
iAgent
Backbone=Qwen3-8B
2026.04
15.72
RecoWorld
Backbone=Qwen3-8B
2026.04
15.13
AFL
Backbone=Qwen3-8B
2026.04
14.1
iAgent
Backbone=Qwen3-4B
2026.04
13.56
RecoWorld
Backbone=Qwen3-4B
2026.04
12.56
Reflexion
Backbone=GPT-5.4-mini
2026.04
11.82
AFL
Backbone=Qwen3-4B
2026.04
11.46
Reflexion
Backbone=Qwen3-8B
2026.04
8.96
Reflexion
Backbone=Qwen3-4B
2026.04
6.42
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