This table gives a list of publicly available datasets for ABSA and its subtasks with aspect category annotations. If you want to add any new datasets or change any information, please create a fork of the master repository and create a pull request, so that we can verify it and commit the change.
Index | Year | Dataset Paper | Domain | Link to the Dataset | Lng | #Revs | #Sent | #AT-pos | #AT-neg | #AT-neu | #AC-pos | #AC-neg | #AC-neu |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
42 | 2024 | ROAST (Chebolu etal., 2024) | Amazon FineFoods | https://github.com/RiTUAL-UH/ROAST-ABSA | EN | 2060 | |||||||
41 | 2024 | ROAST (Chebolu etal., 2024) | Coursera | https://github.com/RiTUAL-UH/ROAST-ABSA | EN | 2061 | |||||||
40 | 2024 | ROAST (Chebolu etal., 2024) | Hotels | https://github.com/RiTUAL-UH/ROAST-ABSA | EN | 2056 | |||||||
39 | 2024 | ROAST (Chebolu etal., 2024) | Movies | https://github.com/RiTUAL-UH/ROAST-ABSA | TE | 1643 | |||||||
38 | 2024 | ROAST (Chebolu etal., 2024) | Phones | https://github.com/RiTUAL-UH/ROAST-ABSA | EN | 1464 | |||||||
37 | 2024 | ROAST (Chebolu etal., 2024) | Phones | https://github.com/RiTUAL-UH/ROAST-ABSA | HN | 2083 | |||||||
36 | 2024 | OATS (Chebolu etal., 2024) | Amazon FineFoods | https://github.com/RiTUAL-UH/OATS-ABSA | EN | 1794 | 8913 | 5,577 | 1,187 | 234 | 5,577 | 1,187 | 234 |
35 | 2024 | OATS (Chebolu etal., 2024) | Coursera | https://github.com/RiTUAL-UH/OATS-ABSA | EN | 1702 | 8278 | 4,403 | 1,008 | 213 | 4,403 | 1,008 | 213 |
34 | 2024 | OATS (Chebolu etal., 2024) | Hotels | https://github.com/RiTUAL-UH/OATS-ABSA | EN | 1497 | 7963 | 6,952 | 1,207 | 169 | 6,952 | 1,207 | 169 |
33 | 2021 | ASQP (Zhang etal., 2021a) | Restaurants | https://github.com/IsakZhang/ABSA-QUAD | EN | - | 2124 | 1811 | 613 | 110 | 2229 | 877 | 135 |
32 | 2021 | ASQP (Zhang etal., 2021a) | Restaurants | https://github.com/IsakZhang/ABSA-QUAD | EN | - | 1580 | 1407 | 489 | 68 | 1710 | 701 | 85 |
31 | 2021 | ASAP (Bu etal., 2021) | Restaurants | https://github.com/Meituan-Dianping/asap/tree/master/data | CH | 46K | - | - | - | - | 169K | 35K | 66K |
30 | 2021 | Vietnam.Smartph. (Thanh etal., 2021) | Smartphones | https://github.com/kimkim00/UIT-ViSD4SA | VI | - | 11122 | - | - | - | 21732 | 11206 | 2214 |
29 | 2020 | TeluguMovies (Regatte etal., 2020) | Movies | https://tiny.cc/vdxugz | TE | - | 5027 | 2480 | 3251 | 1129 | 2480 | 3251 | 1129 |
28 | 2019 | MAMS (Jiang etal., 2019) | Restaurants | https://github.com/siat-nlp/MAMS-for-ABSA/tree/master/data | EN | - | 3849 | - | - | - | 2415 | 2606 | 3858 |
27 | 2018 | Foursquare (Brunand Nikoulina, 2018) | Restaurants | https://europe.naverlabs.com/Research/Natural-Language-Processing/Aspect-Based-Sentiment-Analysis-Dataset/ | EN | - | 1006 | 759 | 108 | 16 | 947 | 191 | 19 |
26 | 2018 | ABSITA-2018 (Basile etal., 2018) | Hotels | https://sag.art.uniroma2.it/absita/data/ | IT | - | 9285 | - | - | - | 6893 | 5288 | - |
25 | 2018 | BanglaRest., Cricket (RahmanandKumarDey, 2018) | Restaurants | https://github.com/AtikRahman/Bangla_ABSA_Datasets | BG | - | 1712 | - | - | - | 477 | 1226 | 371 |
24 | 2018 | BanglaRest., Cricket (RahmanandKumarDey, 2018) | Cricket | https://github.com/AtikRahman/Bangla_ABSA_Datasets | BG | - | 2691 | - | - | - | 571 | 2157 | 266 |
23 | 2018 | FiQA (de França Costa and da Silva, 2018) | Financial** | https://sites.google.com/view/fiqa/home | EN | 1303 | - | 774 | 399 | - | 774 | 399 | - |
22 | 2017 | GermEval-2017 (Wojatzki etal., 2017) | Soc.Med., blogs, news | https://ltdata1.informatik.uni-hamburg.de/germeval2017/ | DE | - | 27800 | 2802 | 12571 | 1459 | 2815 | 12690 | 13932 |
21 | 2017 | CustomerResponse (Yin etal., 2017) | Hotels** | https://github.com/HKUST-KnowComp/DMSC | EN | 29K | 375K | - | - | - | 120K | 66K | 49K |
20 | 2017 | CustomerResponse (Yin etal., 2017) | BeerAdvocate** | https://github.com/HKUST-KnowComp/DMSC | EN | 51K | 552K | - | - | - | 176K | 8902 | 64K |
19 | 2016 | SentiHood (Saeidi etal., 2016) | UrbanNeighborhoods | https://github.com/uclnlp/jack/tree/master/data/sentihood | EN | - | 5215 | - | - | - | 4305 | 1606 | - |
18 | 2016 | SE-16 (Pontiki etal., 2016) | DigitalCameras | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | CH | 200 | 8100 | - | - | - | 1153 | 587 | - |
17 | 2016 | SE-16 (Pontiki etal., 2016) | MobilePhones | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | CH | 200 | 9500 | - | - | - | 1168 | 794 | - |
16 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | FR | 455 | 2429 | 1285 | 1061 | 289 | 1605 | 1646 | 233 |
15 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | RU | 405 | 4699 | 3139 | 696 | 313 | 3973 | 1030 | 379 |
14 | 2016 | SE-16 (Pontiki etal., 2016) | MobilePhones | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | DU | 270 | 1697 | - | - | - | 1454 | 225 | 110 |
13 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | DU | 400 | 2286 | 1016 | 546 | 145 | 1431 | 857 | 185 |
12 | 2016 | SE-16 (Pontiki etal., 2016) | Hotels | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | AR | 2291 | 6029 | 7213 | 4003 | 824 | 7705 | 4556 | 852 |
11 | 2016 | SE-16 (Pontiki etal., 2016) | Telecom | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | TR | - | 3000 | - | - | - | - | - | - |
10 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | TR | 339 | 1248 | 865 | 555 | 119 | 924 | 635 | 135 |
9 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | ES | - | 2691 | 1907 | 672 | 125 | 2675 | 948 | 168 |
8 | 2016 | SE-16 (Pontiki etal., 2016) | Laptops | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | EN | 530 | 3308 | - | - | - | 2118 | 1358 | 236 |
7 | 2016 | SE-16 (Pontiki etal., 2016) | Restaurants | https://alt.qcri.org/semeval2016/task5/index.php?id=data-and-tools | EN | 400 | 2286 | 1817 | 634 | 106 | 2268 | 953 | 145 |
6 | 2015 | SE-15 (Pontiki etal., 2015) | Laptops | https://alt.qcri.org/semeval2015/task12/index.php?id=data-and-tools | EN | 450 | 2500 | - | - | - | 1644 | 1094 | 185 |
5 | 2015 | SE-15 (Pontiki etal., 2015) | Restaurants | https://alt.qcri.org/semeval2015/task12/index.php?id=data-and-tools | EN | 350 | 2000 | 1326 | 496 | 73 | 1652 | 749 | 98 |
4 | 2015 | HAAD (Al-Smadi etal., 2015) | Books | https://github.com/msmadi/HAAD | AR | - | 2389 | 1376 | 1287 | 148 | 721 | 750 | 14 |
3 | 2014 | (Steinberger etal., 2014) | Restaurants | https://liks.fav.zcu.cz/sentiment/ | CZ | - | 1244 | 679 | 725 | 403 | 521 | 569 | 246 |
2 | 2014 | SE-14 (Pontiki etal., 2014) | Restaurants | https://alt.qcri.org/semeval2014/task4/ | EN | - | 3841 | 2892 | 1001 | 829 | 2836 | 998 | 594 |
1 | 2011 | TripAdvisorHotels (Wang etal., 2011) | Hotels** | https://www.cs.virginia.edu/~hw5x/dataset.html | EN | 108K | 1M | - | - | - | 1.63M | 153K | 178K |