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 | 3.33 (3.60) | 1 | SentiStrength | 1.17 (1.50) | 28.29 (24.02) |
2 | AFINN | 4.33 | 2 | Semantria | 2.83 | 61.02 |
3 | Opinion Lexicon | 4.33 | 3 | Sentiment140 | 4.17 | 36.49 |
4 | Semantria | 4.50 | 4 | Opinion Lexicon | 6.50 | 71.59 |
5 | SO-CAL | 5.17 | 5 | LIWC15 | 6.67 | 65.80 |
6 | LIWC15 | 6.17 | 6 | AFINN | 7.00 | 74.21 |
7 | Umigon | 9.50 | 7 | SO-CAL | 7.50 | 74.59 |
8 | Emolex | 10.33 | 8 | VADER | 9.50 (9.60) | 81.98 (85.34) |
9 | Sentiment140_L | 11.33 | 9 | Umigon | 10.50 | 57.87 |
10 | Stanford DM | 11.67 | 10 | Emoticons | 11.83 | 4.99 |
11 | NRC Hashtag | 12.00 | 11 | Opinion Finder | 13.00 | 55.66 |
12 | Pattern.en | 12.67 | 12 | SenticNet | 13.00 | 95.28 |
13 | SenticNet | 13.00 | 13 | USent | 14.00 | 45.66 |
14 | Opinion Finder | 13.17 | 14 | NRC Hashtag | 14.67 | 93.43 |
15 | SentiWordNet | 13.17 | 15 | Emolex | 15.00 | 69.69 |
16 | SASA | 14.67 | 16 | PANAS-t | 15.50 | 5.10 |
17 | SentiStrength | 15.17 (19.00) | 17 | Stanford DM | 15.67 | 84.43 |
18 | Sentiment140 | 15.50 | 18 | Pattern.en | 15.83 | 59.00 |
19 | USent | 15.83 | 19 | Sentiment140_L | 15.83 | 92.30 |
20 | LIWC | 17.67 | 20 | SentiWordNet | 17.00 | 63.32 |
21 | ANEW_SUB | 17.83 | 21 | SASA | 17.50 | 61.91 |
22 | Emoticons DS | 22.67 | 22 | LIWC | 19.67 | 62.24 |
23 | PANAS-t | 22.83 | 23 | ANEW_SUB | 22.00 | 94.31 |
24 | Emoticons | 23.17 | 24 | Emoticons DS | 23.67 | 99.31 |