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Ranking and performance of all 1277 ranked roberta-base models (full table). The top 386 models were fully tested.

Notes:

  1. The baseline results can be found here
  2. While the average improvement is small, many datasets show large gains
  3. ColD Fusion variations were removed to avoid cluttering the table
  model_name avg mnli_lp 20_newsgroup ag_news amazon_reviews_multi anli boolq cb cola copa dbpedia esnli financial_phrasebank imdb isear mnli mrpc multirc poem_sentiment qnli qqp rotten_tomatoes rte sst2 sst_5bins stsb trec_coarse trec_fine tweet_ev_emoji tweet_ev_emotion tweet_ev_hate tweet_ev_irony tweet_ev_offensive tweet_ev_sentiment wic wnli wsc yahoo_answers
baseline roberta-base 76.22 nan 85.28 89.77 66.58 50.35 78.69 67.77 83.53 48.70 77.30 90.99 85.11 93.90 72.47 86.98 87.87 61.22 83.94 92.41 90.71 88.42 72.40 94.12 56.68 89.92 97.11 87.76 46.30 81.82 52.89 71.56 84.55 71.03 65.48 54.79 63.27 72.40
1 ibm/ColD-Fusion 78.47 86.09 85.82 89.80 66.26 51.94 81.38 87.50 83.32 72.00 78.63 91.14 88.10 93.86 73.53 87.30 87.01 63.72 85.58 92.40 91.11 91.84 85.20 95.41 56.38 91.30 97.00 90.40 46.31 83.04 54.44 77.93 85.93 70.43 68.65 47.89 60.58 71.87
2 gustavecortal/roberta_emo 78.47 84.87 85.82 90.23 66.08 52.16 81.62 89.29 83.41 71.00 77.50 90.70 86.10 93.78 73.01 86.82 88.24 64.07 88.46 92.88 90.95 91.37 83.39 95.76 57.47 91.51 97.20 91.20 45.99 82.48 52.49 75.64 86.63 70.87 68.50 46.48 63.46 72.27
3 jakub014/ColD-Fusion-finetuned-convincingness-acl2016 78.39 84.05 86.13 89.17 66.68 52.22 81.44 85.71 82.84 67.00 77.77 91.10 85.60 93.56 71.84 87.53 87.50 64.03 91.35 93.21 91.28 91.93 86.28 95.41 58.28 91.34 97.20 88.80 46.49 83.46 54.95 73.98 85.93 70.88 66.93 49.30 62.50 72.50
4 jakub014/ColD-Fusion-finetuned-convincingness-IBM 78.36 85.08 85.98 89.37 67.26 51.31 81.56 89.29 82.84 75.00 77.00 91.26 87.60 94.18 72.43 87.23 89.22 64.17 88.46 92.22 90.90 91.46 85.20 95.53 57.65 91.52 97.40 87.40 46.24 82.83 54.01 75.51 85.23 69.85 66.77 47.89 57.69 71.60
5 janeel/muppet-roberta-base-finetuned-squad 78.04 83.24 84.89 89.67 67.16 53.59 82.39 82.14 81.88 62.00 77.77 91.34 85.60 94.12 72.95 86.55 89.46 64.25 87.50 92.70 91.00 90.71 83.75 95.99 58.14 91.29 97.00 90.60 46.46 82.20 54.38 80.10 84.88 71.85 70.22 39.44 63.46 71.93
6 mwong/roberta-base-climate-evidence-related 77.21 55.09 85.13 89.93 66.54 50.22 72.40 77.70 83.22 84.60 77.70 89.65 84.60 93.99 73.14 87.12 89.96 87.12 83.65 92.29 89.93 88.93 72.20 95.07 54.71 73.14 96.80 87.40 46.57 81.42 51.65 71.43 85.12 70.34 54.93 54.93 63.46 72.40
7 k4black/roberta-base-e-snli-classification-nli-base 77.06 80.54 85.42 89.30 66.54 51.66 79.88 78.57 83.32 59.00 77.30 90.70 86.20 93.96 73.21 86.80 85.78 62.09 81.73 92.35 91.04 88.09 80.14 94.38 56.47 90.97 97.80 87.60 46.40 81.42 52.83 68.88 83.60 69.36 69.75 56.34 63.46 71.77
8 facebook/muppet-roberta-base 77.00 84.75 90.00 89.77 86.50 52.59 82.17 80.36 81.21 65.00 85.17 52.59 46.10 91.74 73.01 93.04 88.97 64.15 94.14 84.48 91.25 58.10 39.44 67.06 94.84 91.58 85.58 96.80 82.76 51.11 76.02 84.77 71.57 87.07 66.61 91.10 63.46 71.90
9 WillHeld/roberta-base-mnli 76.93 86.22 83.48 90.07 84.50 50.75 80.18 82.14 80.63 72.00 77.43 50.75 45.65 92.98 70.34 91.76 88.48 62.81 81.73 82.67 91.20 86.21 57.75 65.84 94.15 89.82 96.00 85.00 78.61 52.15 70.15 83.60 70.23 86.98 66.77 89.86 65.38 71.27
10 deepakvk/roberta-base-squad2-finetuned-squad 76.89 61.13 85.41 89.37 66.62 52.22 79.11 69.64 82.74 55.00 77.60 90.65 88.80 93.43 71.84 86.49 88.24 63.51 85.58 92.84 90.69 87.52 77.26 93.12 56.61 90.09 97.80 89.00 45.60 81.14 53.50 71.56 83.84 70.01 69.59 56.34 63.46 72.00



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