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Benchmarks
Multi-task NLP on FLAN Heterogeneous Federated Setting
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84.13
Avg. ROUGE-1
Fed-ALoRA
80.3028
81.2964
82.29
83.2836
Sep 29, 2025
Avg. ROUGE-1
Delta m (%)
Parameters (M)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Avg. ROUGE-1
Delta m (%)
Parameters (M)
Fed-ALoRA
Backbone=Qwen2-7B
2025.09
84.13
-1.02
9.23
ST Baseline
Backbone=Qwen2-7B
2025.09
83.43
-
-
ZeroPadding
Backbone=Qwen2-7B
2025.09
83.32
0.06
37.73
Fed-ALoRA
Backbone=LLaMA2-7B
2025.09
82.5
-1.07
12.12
ZeroPadding
Backbone=LLaMA2-7B
2025.09
82.29
-0.91
49.28
ST Baseline
Backbone=LLaMA2-7B
2025.09
81.73
-
-
FLoRA
Backbone=Qwen2-7B
2025.09
81.65
2.13
108.38
FLoRA
Backbone=LLaMA2-7B
2025.09
80.45
1.54
141.56
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