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Benchmarks
Content Type Classification on RCT (test)
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84.52
Accuracy
SFT
59.4664
65.9707
72.475
78.9793
Jun 4, 2025
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
SFT
SLM Backbone=RoBERTa-Base
2025.06
84.52
CanDistall
LLM Annotator=GPT-3.5,...
2025.06
70.57
CanDistadd
LLM Annotator=GPT-3.5,...
2025.06
69.77
AnnoLLM
LLM Annotator=GPT-3.5
2025.06
68.53
FreeAL
LLM Annotator=GPT-3.5,...
2025.06
68.32
SuperICL
LLM Annotator=GPT-3.5,...
2025.06
67.82
Distillation
LLM Annotator=GPT-3.5,...
2025.06
67.66
Few-shot
LLM Annotator=GPT-3.5
2025.06
65.85
SC
LLM Annotator=GPT-3.5
2025.06
65.85
Zero-shot
LLM Annotator=GPT-3.5
2025.06
61.83
CoT
LLM Annotator=GPT-3.5
2025.06
60.43
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