punuy-datasets

punuy-datasets

A collection of quantitative lexical semantic relations datasets, gathered from the academic literature, for the evaluation of semantic measures between concepts or entities. Currently focused on the English and Portuguese languages.

Datasets

English

#	ID	Name	Year	Domain	Sim/Rel	References
1	rg65	Rubenstein and Goodenough (1965)	1965	general	sim	paper 📑, website 🌐
2	mervis210	Mervis 210	1975	general	rel	paper 📑
3	tversky42	Tversky42	1979	general	sim	paper 📑
4	mc30	Miller and Charles (1991)	1991	general	sim	paper 📑
5	medin34	Medin 34	1993	general	sim	paper 📑
6	resnik28	Miller and Charles Replication	1999	general	sim	paper 📑, website 🌐
7	rd27	Resnik and Diab 2000	2000	general	sim	paper 📑, website 🌐
8	ws353	WordSimilarity-353	2002	general	sim	paper 📑, website 🌐
9	yp130	YP-130	2005	general	sim	paper 📑
10	bg100k	Princeton Evocation Data 0.4	2006	general	evo	paper 📑, website 🌐
11	mesh2	MeSH2	2006	biomedical	sim	paper 📑, website 🌐
12	zie55	Ziegler et al. (2006)	2006	general	rel	paper 📑
13	mayoSRS	MayoSRS	2007	biomedical	rel	paper 📑, website 🌐
14	miniMSRS	MiniMayoSRS	2007	biomedical	rel	paper 📑, website 🌐
15	gm30	Gracia and Mena (2008)	2008	general	rel	paper 📑
16	ps65	Pirro and Seco (2008)	2008	general	sim	paper 📑
17	ws353split	WordSim-353 Similarity and Relatedness Gold Standard	2009	general	rel/sim	paper 📑, website 🌐
18	umnsrs	UMNSRS	2010	biomedical	rel/sim	paper 📑, website 🌐
19	mt287	MT287	2011	general	rel	paper 📑, website 🌐
20	atlasify240	Atlasify240	2012	general	rel	paper 📑, website 🌐
21	mturk771	MTurk771	2012	general	rel	paper 📑, website 🌐
22	reword26	REWOrD	2012	general	rel	paper 📑, website 🌐
23	scws2003	SCWS	2012	general	sim	paper 📑, website 🌐
24	ma28	Martinez & Aldana	2013	general	sim	paper 📑, website 🌐
25	rel122	Rel-122	2013	general	rel	paper 📑, website 🌐
26	srw2034	Stanford Rare Word (RW) Similarity Dataset	2013	biomedical	sim	paper 📑, website 🌐
27	wp300	WP300	2013	general	sim	paper 📑, website 🌐
28	baker143	Baker 143	2014	general	sim	paper 📑, website 🌐
29	geresid50	GeReSiD	2014	geographical	rel/sim	paper 📑, website 🌐
30	men3000	MEN	2014	general	rel	paper 📑, website 🌐
31	sl7576	SL7576	2014	general	sim	paper 📑, website 🌐
32	simlex999	SimLex-999	2015	general	sim	paper 📑, website 🌐
33	tr9856	TR9856	2015	general	rel	paper 📑, website 🌐
34	simverb3500	SimVerb-3500	2016	general	sim	paper 📑, website 🌐
35	umnsrsMod	UMNSRS (modified)	2016	biomedical	rel/sim	paper 📑, website 🌐
36	semeval17	SemEval-2017 Task 2.1	2017	general	sim	paper 📑, website 🌐
37	ali27	Ali et al. 2018	2018	general	sim	paper 📑
38	card660	Card-660	2018	general	sim	paper 📑, website 🌐
39	gtrd	GTRD	2018	geographical	rel	paper 📑, website 🌐
40	word19k	Wikipedia Oriented Relatedness Dataset	2018	general	rel	paper 📑, website 🌐
41	multisimlex	Multi-SimLex	2020	general	sim	paper 📑, website 🌐
42	emocon	Emotion concepts 2022	2022	general	sim	paper 📑, website 🌐
43	sstars13	Shooting-Stars	2023	general	rel	paper 📑, website 🌐

Portuguese

#	ID	Name	Year	Domain	Sim/Rel	References
1	pt65	PT65	2014	general	rel	paper 📑, website 🌐
2	lxrw2034	LX-Rare Word Similarity Dataset	2017	general	sim	paper 📑, website 🌐
3	lxsimlex999	LX-SimLex-999	2017	general	sim	paper 📑, website 🌐
4	lxws353	LX-WordSim-353	2017	general	rel	paper 📑, website 🌐
5	pap900	PAP900	2024	general	rel/sim	website 🌐

Use with Node.js

If you want to programatically use the datasets' data and metadata, install the Node.js wrapper code:

npm install

Then you can access the datasets like this:

import { mc30, rg65 } from "punuy-datasets";

for (const part of mc30.partitions) {
  console.log(part.id, part.data.length); // print partition id and size
}

Other uses

If you want to use another language or just want to access the data files directly, each dataset has its own folder inside profiles/.

Each dataset has a dataset.json file with its metadata and information about its partitions. Then, for each partition with id p_id, there is a p_id.part.json file containing the pairs and their ratings.

Adding a new dataset

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:

1. a link to the dataset homepage (if it exists),
2. a link to download the dataset, and
3. a link to the paper describing it.

I'll get to it as soon as I have some free time ;)

Types and schema

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/.

Datasets copyright and licenses

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.

See also

For cross-lingual datasets and datasets in other languages please check the following links:

• Mohamed Ali Hadj Taieb's repository

Bugs and stuff

Open a GitHub issue or, preferably, send me a pull request.

License

The MIT License (MIT)

Copyright (c) 2025 André Santos [e-mail]

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.