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 | - | - | 1 | Sentiment140 | 3.33 | 21.82 |
2 | - | - | 2 | SenticNet | 4.00 | 87.05 |
3 | - | - | 3 | Semantria | 4.33 | 66.04 |
4 | - | - | 4 | SO-CAL | 4.33 | 83.20 |
5 | - | - | 5 | Opinion Lexicon | 4.67 | 74.14 |
6 | - | - | 6 | SentiStrength | 5.00 (5.00) | 24.56 (24.56) |
7 | - | - | 7 | Stanford DM | 5.33 | 87.89 |
8 | - | - | 8 | AFINN | 8.67 | 69.77 |
9 | - | - | 9 | VADER | 9.67 (11.00) | 79.39 (82.70) |
10 | - | - | 10 | Pattern.en | 10.33 | 63.70 |
11 | - | - | 11 | PANAS-t | 11.00 | 2.80 |
12 | - | - | 12 | Umigon | 11.33 | 53.90 |
13 | - | - | 13 | Emolex | 13.33 | 69.47 |
14 | - | - | 14 | LIWC15 | 13.67 | 62.90 |
15 | - | - | 15 | USent | 15.67 | 56.85 |
16 | - | - | 16 | SentiWordNet | 15.67 | 59.73 |
17 | - | - | 17 | Sentiment140_L | 16.00 | 91.71 |
18 | - | - | 18 | NRC Hashtag | 16.33 | 91.64 |
19 | - | - | 19 | Opinion Finder | 19.33 | 49.73 |
20 | - | - | 20 | LIWC | 20.00 | 62.75 |
21 | - | - | 21 | SASA | 20.33 | 61.22 |
22 | - | - | 22 | ANEW_SUB | 21.33 | 96.05 |
23 | - | - | 23 | Emoticons DS | 23.00 | 99.71 |
24 | - | - | 24 | Emoticons | 23.33 | 0.04 |