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Benchmarks
Livestreaming Recommendation on Industrial-Scale Livestreaming Platform (Test)
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0.55
Watch Duration (Uplift)
FLUID
-0.0428
0.1111
0.265
0.4189
May 20, 2026
Watch Duration (Uplift)
Watch Session (Uplift)
Cold-Start Room Views (Uplift)
Niche Room Views (Uplift)
Unique Watched Tags (Uplift)
Stay Duration (Uplift)
Active Hours (Uplift)
Updated 12d ago
Evaluation Results
Method
Method
Links
Watch Duration (Uplift)
Watch Session (Uplift)
Cold-Start Room Views (Uplift)
Niche Room Views (Uplift)
Unique Watched Tags (Uplift)
Stay Duration (Uplift)
Active Hours (Uplift)
FLUID
Arm=FLUID, configurati...
2026.05
0.55
0.51
2.05
2.87
1.63
0.07
0.05
baseline + Slice LUCID
Arm=+Slice
2026.05
0.43
0.39
1.15
0.69
0.55
-
-
baseline w/o item ID
Arm=-ID
2026.05
-0.02
-0.1
1.58
2.23
0.2
-0.05
-
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