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ResearchFormerly WizWand

Boundary Detection on RoFT original (test)

49.64AccuracyROBERTa + SEP
0.614413.342226.0738.7978Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ROBERTa + SEP2023.1149.6479.712.63
ROBERTa2023.1146.4774.863
SROBERTa2023.1142——
Phi-2 Perpl. + GB classifiercategory=Based on Perplexity2023.1135.458.38.8
Phi-1.5 Perpl. + GB classifiercategory=Based on Perplexity2023.1129.7559.5
Phi-1.5 Perpl. + LR classifiercategory=Based on Perplexity2023.112749.511.9
Phi-2 Perpl. + LR classifiercategory=Based on Perplexity2023.1125.849.511.78
GPT-2 Perpl. + GB classifiercategory=Based on Perplexity2023.1124.2547.2311.68
GPT-2 Perpl. + LR classifiercategory=Based on Perplexity2023.1123.7542.1515.8
PHD + TS MLcategory=Based on TDA2023.1123.546.3214.14
Human baseline2023.1122.6240.3113.88
LLaMA-2-7B Perpl. + GB classifiercategory=Based on Perplexity2023.1122.34214.79
Phi-1 Perpl. + GB classifiercategory=Based on Perplexity2023.1120.942.712.92
DetectGPT + GB classifiercategory=Based on Perplexity2023.1119.7937.48.35
DetectGPT + LR classifiercategory=Based on Perplexity2023.1119.4533.829.03
LLaMA-2-7B Perpl. + LR classifiercategory=Based on Perplexity2023.1119.434.719.75
Phi-1 Perpl. + LR classifiercategory=Based on Perplexity2023.1119.238.316.26
Phi-1.5 Perpl. + GB regressorcategory=Based on Perplexity2023.1117.144.66.11
Phi-2 Perpl. + GB regressorcategory=Based on Perplexity2023.1115.643.75.83
Majority class2023.1115.2625.4327.58
Length + GB2023.1114.6433.4316.55
GPT-2 Perpl. + GB regressorcategory=Based on Perplexity2023.1112.5836.676.89
TLE + TS Binarycategory=Based on TDA2023.1112.5830.4122.23
LLaMA-2-7B Perpl. + GB regressorcategory=Based on Perplexity2023.1111.432.97.98
Phi-1 Perpl. + GB regressorcategory=Based on Perplexity2023.1110.7337.51
gpt-4category=Zero-shot2023.116.42227
gpt-3.5-turbocategory=Zero-shot2023.112.517.330.3