dataset,target_f1,cost_scenario,cheapest_strategy,required_budget,estimated_cost,mean_macro_f1 ag_news,0.5,base,random,250,23.80,0.6172 ag_news,0.6,base,random,250,23.80,0.6172 ag_news,0.7,base,random,500,47.60,0.7158 ag_news,0.75,base,random,1000,95.20,0.7745 ag_news,0.8,base,,,, banking77,0.5,base,random,1000,95.20,0.5447 banking77,0.6,base,,,, banking77,0.7,base,,,, banking77,0.75,base,,,, banking77,0.8,base,,,, emotion,0.5,base,,,, emotion,0.6,base,,,, emotion,0.7,base,,,, emotion,0.75,base,,,, emotion,0.8,base,,,, financial_phrasebank,0.5,base,hybrid_al,100,9.92,0.5514 financial_phrasebank,0.6,base,hybrid_al,250,24.80,0.6456 financial_phrasebank,0.7,base,uncertainty_al,500,48.60,0.7546 financial_phrasebank,0.75,base,uncertainty_al,500,48.60,0.7546 financial_phrasebank,0.8,base,,,, rotten_tomatoes,0.5,base,random,100,9.52,0.5331 rotten_tomatoes,0.6,base,random,500,47.60,0.6391 rotten_tomatoes,0.7,base,,,, rotten_tomatoes,0.75,base,,,, rotten_tomatoes,0.8,base,,,, sst2,0.5,base,random,100,9.52,0.5239 sst2,0.6,base,random,250,23.80,0.6037 sst2,0.7,base,uncertainty_al,1000,97.20,0.7121 sst2,0.75,base,,,, sst2,0.8,base,,,, trec,0.5,base,random,250,23.80,0.5364 trec,0.6,base,random,500,47.60,0.6814 trec,0.7,base,random,1000,95.20,0.7632 trec,0.75,base,random,1000,95.20,0.7632 trec,0.8,base,,,, tweet_eval_sentiment,0.5,base,,,, tweet_eval_sentiment,0.6,base,,,, tweet_eval_sentiment,0.7,base,,,, tweet_eval_sentiment,0.75,base,,,, tweet_eval_sentiment,0.8,base,,,, twenty_newsgroups,0.5,base,,,, twenty_newsgroups,0.6,base,,,, twenty_newsgroups,0.7,base,,,, twenty_newsgroups,0.75,base,,,, twenty_newsgroups,0.8,base,,,, yelp_polarity,0.5,base,random,100,9.52,0.5666 yelp_polarity,0.6,base,random,250,23.80,0.6634 yelp_polarity,0.7,base,random,500,47.60,0.7558 yelp_polarity,0.75,base,random,500,47.60,0.7558 yelp_polarity,0.8,base,diversity_al,500,49.10,0.8005