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 | Umigon | 2.57 | 1 | SentiStrength | 2.22 (2.57) | 31.54 (32.18) |
2 | LIWC15 | 3.29 | 2 | Sentiment140 | 3.00 | 46.98 |
3 | VADER | 4.57 (4.57) | 3 | Emoticons | 5.11 | 18.04 |
4 | AFINN | 5.00 | 4 | LIWC15 | 5.67 | 71.73 |
5 | Opinion Lexicon | 5.57 | 5 | Semantria | 5.89 | 61.98 |
6 | Semantria | 6.00 | 6 | PANAS-t | 6.33 | 5.87 |
7 | Sentiment140 | 7.00 | 7 | Opinion Lexicon | 7.56 | 66.56 |
8 | Pattern.en | 7.57 | 8 | Umigon | 8.00 | 71.67 |
9 | SO-CAL | 9.00 | 9 | AFINN | 8.67 | 73.37 |
10 | Emolex | 12.29 | 10 | SO-CAL | 8.78 | 67.81 |
11 | SentiStrength | 12.43 (11.60) | 11 | VADER | 8.78 (9.75) | 83.29 (81.90) |
12 | Opinion Finder | 13.00 | 12 | Pattern.en | 11.22 | 69.47 |
13 | SentiWordNet | 13.57 | 13 | Sentiment140_L | 14.00 | 94.61 |
14 | SenticNet | 14.14 | 14 | Opinion Finder | 14.33 | 39.58 |
15 | SASA | 14.86 | 15 | Emolex | 14.56 | 62.63 |
16 | LIWC | 15.43 | 16 | USent | 15.22 | 38.60 |
17 | Sentiment140_L | 15.43 | 17 | SenticNet | 17.22 | 75.46 |
18 | USent | 16.00 | 18 | SentiWordNet | 18.44 | 61.41 |
19 | ANEW_SUB | 19.14 | 19 | NRC Hashtag | 19.11 | 94.20 |
20 | Emoticons | 19.14 | 20 | SASA | 19.44 | 58.57 |
21 | Stanford DM | 19.43 | 21 | LIWC | 19.56 | 61.24 |
22 | NRC Hashtag | 20.00 | 22 | ANEW_SUB | 20.56 | 93.51 |
23 | PANAS-t | 20.86 | 23 | Stanford DM | 22.56 | 89.06 |
24 | Emoticons DS | 23.71 | 24 | Emoticons DS | 23.78 | 99.28 |