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Benchmarks
Aggregate Performance on ACE, Casie, AgNews, SST5, CB, R8 (test)
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66.97
ACE Performance
UCPOF
46.2948
51.6624
57.03
62.3976
Feb 23, 2026
ACE Performance
Casie Performance
AgNews Performance
SST5 Performance
CB Performance
R8 Performance
Average Performance
Updated 29d ago
Evaluation Results
Method
Method
Links
ACE Performance
Casie Performance
AgNews Performance
SST5 Performance
CB Performance
R8 Performance
Average Performance
UCPOF
model=Qwen2.5-14B-Inst...
2026.02
66.97
89.33
89.87
54.21
83.93
97.99
80.38
Full RAG
model=Qwen2.5-14B-Inst...
2026.02
65.44
89.47
91.5
54.12
82.14
97.94
80.1
baseline
model=Qwen2.5-14B-Inst...
2026.02
52.6
83.07
80.25
53.08
87.5
92.51
74.82
gold shot
model=Qwen2.5-14B-Inst...
2026.02
47.09
86.53
86.4
53.26
81.36
93.42
74.68
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