A collection of quantitative datasets, gathered from the academic literature, for the evaluation of semantic measures between concepts or entities. Currently focused on the English and Portuguese languages.
| ID | Name | Year | Language | Domain | Sim/Rel | References |
|---|---|---|---|---|---|---|
| rg65 | Rubenstein and Goodenough (1965) | 1965 | en | general | sim | paper 📑, website 🌐 |
| mc30 | Miller and Charles (1991) | 1991 | en | general | sim | paper 📑 |
| ws353 | WordSimilarity-353 | 2002 | en | general | sim | paper 📑, website 🌐 |
| yp130 | YP-130 | 2005 | en | general | sim | paper 📑 |
| bg100k | Princeton Evocation Data 0.4 | 2006 | en | general | sim | paper 📑, website 🌐 |
| mesh2 | MeSH2 | 2006 | en | biomedical | sim | paper 📑, website 🌐 |
| zie55 | Ziegler et al. (2006) | 2006 | en | general | rel | paper 📑 |
| mayoSRS | MayoSRS | 2007 | en | biomedical | rel | paper 📑, website 🌐 |
| minimayoSRS | MiniMayoSRS | 2007 | en | biomedical | rel | paper 📑, website 🌐 |
| gm30 | Gracia and Mena (2008) | 2008 | en | general | rel | paper 📑 |
| ps65 | Pirro and Seco (2008) | 2008 | en | general | sim | paper 📑 |
| ws353Rel | WordSim-353 Relatedness Gold Standard | 2009 | en | general | rel | paper 📑, website 🌐 |
| ws353Sim | WordSim-353 Similarity Gold Standard | 2009 | en | general | sim | paper 📑, website 🌐 |
| umnsrs | UMNSRS | 2010 | en | biomedical | rel/sim | paper 📑, website 🌐 |
| mt287 | MT287 | 2011 | en | general | rel | paper 📑, website 🌐 |
| atlasify240 | Atlasify240 | 2012 | en | general | rel | paper 📑, website 🌐 |
| mturk771 | MTurk771 | 2012 | en | general | rel | paper 📑, website 🌐 |
| reword26 | REWOrD | 2012 | en | general | rel | paper 📑, website 🌐 |
| scws2003 | SCWS | 2012 | en | general | rel | paper 📑, website 🌐 |
| ma28 | Martinez & Aldana | 2013 | en | general | sim | paper 📑, website 🌐 |
| rel122 | Rel-122 | 2013 | en | general | rel | paper 📑, website 🌐 |
| srw2034 | Stanford Rare Word (RW) Similarity Dataset | 2013 | en | biomedical | sim | paper 📑, website 🌐 |
| wp300 | WP300 | 2013 | en | general | sim | paper 📑, website 🌐 |
| baker143 | Baker 143 | 2014 | en | general | sim | paper 📑, website 🌐 |
| geresid50 | GeReSiD | 2014 | en | geographical | rel/sim | paper 📑, website 🌐 |
| men3000 | MEN | 2014 | en | general | rel | paper 📑, website 🌐 |
| pt65 | PT65 | 2014 | pt | general | rel | paper 📑, website 🌐 |
| sl7576 | SL7576 | 2014 | en | general | sim | paper 📑, website 🌐 |
| simlex999 | SimLex-999 | 2015 | en | general | sim | paper 📑, website 🌐 |
| tr9856 | TR9856 | 2015 | en | general | rel | paper 📑, website 🌐 |
| simverb3500 | SimVerb-3500 | 2016 | en | general | sim | paper 📑, website 🌐 |
| umnsrsMod | UMNSRS (modified) | 2016 | en | biomedical | rel/sim | paper 📑, website 🌐 |
| lxrw2034 | LX-Rare Word Similarity Dataset | 2017 | pt | general | sim | paper 📑, website 🌐 |
| lxsimlex999 | LX-SimLex-999 | 2017 | pt | general | sim | paper 📑, website 🌐 |
| lxws353 | LX-WordSim-353 | 2017 | pt | general | rel | paper 📑, website 🌐 |
| semeval17 | SemEval-2017 Task 2.1 | 2017 | en | general | sim | paper 📑, website 🌐 |
| card660 | Card-660 | 2018 | en | general | sim | paper 📑, website 🌐 |
| gtrd | GTRD | 2018 | en | geographical | rel | paper 📑, website 🌐 |
| word19k | Wikipedia Oriented Relatedness Dataset | 2018 | en | general | rel | paper 📑, website 🌐 |
| multisimlex | Multi-SimLex | 2020 | en | general | sim | paper 📑, website 🌐 |
| emocon | Emotion concepts 2022 | 2022 | en | general | sim | paper 📑, website 🌐 |
| pap900 | PAP900 | 2024 | pt | general | rel/sim | website 🌐 |
If you can create the dataset profile yourself, PRs are welcome! You can find the dataset schema (in Typescript) here.
Or you can open an issue. Please include:
- a link to the dataset homepage (if it exists),
- a link to download the dataset, and
- a link to the paper describing it.
I'll get to it as soon as I have some free time ;)
TypeScript definitions can be found at src/lib/types.ts.
Automatically generated JSON schema definitions can be found at dataset-schema.json and partition-data-schema.json.
Automatically generated documentation can be found at docs/.
Did you find a problem with the licensing of a dataset? We did our best to find and include the licenses to all the datasets and to respect copyrights, but we might have missed something!
Please open an issue and we'll fix it ASAP.
Open a GitHub issue or, preferably, send me a pull request.
The MIT License (MIT)
Copyright (c) 2019 André Santos andrefs@andrefs.com
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.