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Prompt Compression on MeetingBank (test)

21.5BLEU ScoreResults with Original Prompts
2.45767.401312.34517.2887Sep 19, 2024

Evaluation results

MethodLinks
Results with Original PromptsCompression rate=1.0 (No compression)2024.0921.555.1933.0342.991.12
TACO-RLCompression rate=0.50 (2x)2024.0921.3555.3431.8842.1790.95
TACO-RLCompression rate=0.33 (3x)2024.0919.3653.6729.5440.0190.54
LLMLingua-2 - MeetingBankCompression rate=0.50 (2x)2024.0918.6854.229.4540.1490.69
TACO-RLCompression rate=0.25 (4x)2024.0917.6152.3327.8438.5790.26
LLMLingua-2 - WikitextCompression rate=0.50 (2x)2024.0916.7152.5827.7339.0590.47
TACO-RLCompression rate=0.20 (5x)2024.0915.8550.5626.0436.8189.96
LLMLingua-2 - MeetingBankCompression rate=0.33 (3x)2024.0915.1151.6725.637.1890.17
TACO-RLCompression rate=0.166 (6x)2024.0914.2548.624.5135.0889.68
Selective ContextCompression rate=0.50 (2x)2024.0912.9446.324.4134.5689.66
LLMLingua-2 - WikitextCompression rate=0.33 (3x)2024.0912.9349.3823.3235.3489.79
LLMLingua-2 - MeetingBankCompression rate=0.25 (4x)2024.0912.849.422.7734.7789.78
LLMLingua-2 - MeetingBankCompression rate=0.20 (5x)2024.0911.1347.521.0133.2589.44
LLMLingua-2 - WikitextCompression rate=0.25 (4x)2024.0910.9847.3420.6833.0689.34
LLMLingua-2 - MeetingBankCompression rate=0.166 (6x)2024.099.845.8219.1931.6489.12
LLMLingua-2 - WikitextCompression rate=0.20 (5x)2024.099.5145.3318.7131.2788.9
Selective ContextCompression rate=0.33 (3x)2024.098.840.2219.2829.4488.67
LLMLingua-2 - WikitextCompression rate=0.166 (6x)2024.098.5543.4417.0629.6788.53
Selective ContextCompression rate=0.25 (4x)2024.096.3736.2215.9726.0788
LLMLinguaCompression rate=0.50 (2x)2024.095.938.2214.0226.4987.65
Selective ContextCompression rate=0.20 (5x)2024.094.8233.1513.5523.7487.49
Selective ContextCompression rate=0.166 (6x)2024.094.0631.3412.2122.3187.12
LLMLinguaCompression rate=0.33 (3x)2024.093.9832.6210.5822.5886.52
LLMLinguaCompression rate=0.25 (4x)2024.093.5130.989.6421.3386.2
LLMLinguaCompression rate=0.20 (5x)2024.093.4230.539.6221.1586.14
LLMLinguaCompression rate=0.166 (6x)2024.093.1929.859.4720.7586.07