From: SentiBench - a benchmark comparison of state-of-the-practice sentiment analysis methods
3-classes | 2-classes | |||||
---|---|---|---|---|---|---|
Pos | Method | Mean Rank | Pos | Method | Mean Rank | Coverage (%) |
1 | VADER | 4.00 (4.17) | 1 | SentiStrength | 2.33 (3.00) | 29.30 (28.91) |
2 | LIWC15 | 4.62 | 2 | Sentiment140 | 3.44 | 39.29 |
3 | AFINN | 4.69 | 3 | Semantria | 4.61 | 62.34 |
4 | Opinion Lexicon | 5.00 | 4 | Opinion Lexicon | 6.72 | 69.50 |
5 | Semantria | 5.31 | 5 | LIWC15 | 7.33 | 68.28 |
6 | Umigon | 5.77 | 6 | SO-CAL | 7.61 | 72.64 |
7 | SO-CAL | 7.23 | 7 | AFINN | 8.11 | 73.05 |
8 | Pattern.en | 9.92 | 8 | VADER | 9.17 (9.79) | 82.20 (83.18) |
9 | Sentiment140 | 10.92 | 9 | Umigon | 9.39 | 64.11 |
10 | Emolex | 11.38 | 10 | PANAS-t | 10.17 | 5.10 |
11 | Opinion Finder | 13.08 | 11 | Emoticons | 10.39 | 10.69 |
12 | SentiWordNet | 13.38 | 12 | Pattern.en | 12.61 | 65.02 |
13 | Sentiment140_L | 13.54 | 13 | SenticNet | 13.61 | 84.00 |
14 | SenticNet | 13.62 | 14 | Emolex | 14.50 | 66.12 |
15 | SentiStrength | 13.69 (13.71) | 15 | Opinion Finder | 14.72 | 46.63 |
16 | SASA | 14.77 | 16 | USent | 14.89 | 44.00 |
17 | Stanford DM | 15.85 | 17 | Sentiment140_L | 14.94 | 93.36 |
18 | USent | 15.92 | 18 | NRC Hashtag | 17.17 | 93.52 |
19 | NRC Hashtag | 16.31 | 19 | Stanford DM | 17.39 | 87.32 |
20 | LIWC | 16.46 | 20 | SentiWordNet | 17.50 | 61.77 |
21 | ANEW_SUB | 18.54 | 21 | SASA | 18.94 | 60.12 |
22 | Emoticons | 21.00 | 22 | LIWC | 19.67 | 61.82 |
23 | PANAS-t | 21.77 | 23 | ANEW_SUB | 21.17 | 94.20 |
24 | Emoticons DS | 23.23 | 24 | Emoticons DS | 23.61 | 99.36 |