MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction

Benchmark Model Rank Results
aspect-based-sentiment-analysis-absa-on-acosMvP#1F1 (Laptop): 43.92F1 (Restaurant): 61.54
aspect-based-sentiment-analysis-absa-on-acosMvP (muilti-task)#2F1 (Laptop): 43.84F1 (Restaurant): 60.36
aspect-based-sentiment-analysis-absa-on-acosChatGPT (gpt-3.5-turbo, few-shot)#7F1 (Restaurant): 37.71
aspect-based-sentiment-analysis-absa-on-acosChatGPT (gpt-3.5-turbo, zero-shot)#8F1 (Restaurant): 27.11
aspect-based-sentiment-analysis-absa-on-asqpMvP (multi-task)#1F1 (R15): 52.21F1 (R16): 58.94
aspect-based-sentiment-analysis-absa-on-asqpMvP#2F1 (R15): 51.04F1 (R16): 60.39
aspect-based-sentiment-analysis-absa-on-asqpChatGPT (gpt-3.5-turbo, few-shot)#10F1 (R15): 34.27
aspect-based-sentiment-analysis-absa-on-asqpChatGPT (gpt-3.5-turbo, zero-shot)#11F1 (R15): 22.87
aspect-based-sentiment-analysis-absa-on-asteMvP (multi-task)#1F1 (L14): 65.30F1(R14): 76.30F1 (R15): 69.44F1 (R16): 73.10
aspect-based-sentiment-analysis-absa-on-asteMvP#3F1 (L14): 63.33F1(R14): 74.05F1 (R15): 65.89F1 (R16): 73.48
aspect-based-sentiment-analysis-absa-on-asteChatGPT (gpt-3.5-turbo, few-shot)#10F1 (L14): 38.12
aspect-based-sentiment-analysis-absa-on-asteChatGPT (gpt-3.5-turbo, zero-shot)#11F1 (L14): 36.05
aspect-based-sentiment-analysis-absa-on-tasdMvP (multi-task)#1F1 (R15): 64.74F1 (R16): 70.18
aspect-based-sentiment-analysis-absa-on-tasdMvP#2F1 (R15): 64.53F1 (R16): 72.76
aspect-based-sentiment-analysis-absa-on-tasdChatGPT (gpt-3.5-turbo, few-shot)#9F1 (R16): 46.51
aspect-based-sentiment-analysis-absa-on-tasdChatGPT (gpt-3.5-turbo, zero-shot)#10F1 (R16): 34.08