Evidence map›Paper›PMID 42625026›Full record

ArticleBehavior research methods2026

ValuesML: A new multilingual dataset for values detection in news and political manifestos.

Mario Scharfbillig, Theresa Reitis-Münstermann, Nicolas Stefanovitch, Johannes Kiesel, Paula Schulze Brock, Joanne Sneddon, Emmanuel Cartier, Murat Ardag, Sharon Arieli, Ella Daniel and 65 more

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Article in Behavior research methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

75 authors.

Mario ScharfbilligEuropean Commission, Joint Research Centre (JRC), Brussels, Belgium. Mario.scharfbillig@ec.europa.eu.ORCID http://orcid.org/0000-0002-1368-4187
Theresa Reitis-MünstermannArcadia SIT srl, Vigevano, Italy.
Nicolas StefanovitchEuropean Commission, Joint Research Centre (JRC), Ispra, Italy.
Johannes KieselGESIS - Leibniz Institute for the Social Sciences, Köln, Germany.
Paula Schulze BrockEuropean Commission, Joint Research Centre (JRC), Ispra, Italy.
Joanne SneddonThe University of Western Australia, Perth, Australia.
Emmanuel CartierEuropean Commission, Joint Research Centre (JRC), Ispra, Italy.
Murat ArdagBremen International Graduate School of Social Sciences, Bremen, Germany.
Sharon ArieliThe Hebrew University Business School, Jerusalem, Israel.
Ella DanielTel Aviv University, Tel Aviv, Israel.
Henrik DobewallFinnish Institute for Health and Welfare, Helsinki, Finland.
Johannes KarlDublin City University, Dublin, Ireland.
Anna KrastevaNew Bulgarian University, Sofia, Bulgaria.
Thomas Peter OeschgerUniversity of Basel, Basel, Switzerland.
Georgios PetasisNational Centre for Scientific Research "Demokritos", Athens, Greece.
Luana RussoMaastricht University, Maastricht, The Netherlands.
Antonella SeddoneUniversity of Turin, Turin, Italy.
Aurelia Tamo-LarrieuxMaastricht University, Maastricht, The Netherlands.
Hester van HerkVrije Universiteit Amsterdam, Amsterdam, The Netherlands.
Nazan AvcıMiddle East Technical University Northern Cyprus Campus, Güzelyurt, Northern Cyprus.
Giuliano BobbaUniversity of Turin, Turin, Italy.
Pierre ChironPacte research Centre, School of Political Studies Univ. Grenoble Alpes, Grenoble, France.
Ahmet ÇoymakAbdullah Gül University, Kayseri, Turkey.
Maria DagioglouNational Centre for Scientific Research "Demokritos", Athens, Greece.
Dora KatsamoriNational Centre for Scientific Research "Demokritos", Athens, Greece.
Ingmar LeijenVrije Universiteit Amsterdam, Amsterdam, The Netherlands.
Berna ÖneyCarl von Ossietzky Universität Oldenburg, Oldenburg, Germany.
Ricarda Scholz-KuhnUniversity of Basel, Basel, Switzerland.
Emilia ZankinaTemple University, Philadelphia, USA.
Sandrine AstorPacte research Centre, School of Political Studies Univ. Grenoble Alpes, Grenoble, France.
Petra AuerFree University of Bozen-Bolzano, Bolzano, Italy.
Livia AulinoUniversità degli Studi Suor Orsola Benincasa, Naples, Italy.
Anat BardiRoyal Holloway University, London, UK.
Fiorella BattagliaUniversity of Salento, Lecce, Italy.
Constanze BeierleinHamm-Lippstadt University of Applied Sciences, Hamm-Lippstadt, Germany.
Maya Benish-WeismanThe Hebrew University of Jerusalem, The Paul Baerwald School of Social Work and Social Welfare, Jerusalem, Israel.
Christina ChristodoulouNational Centre for Scientific Research "Demokritos", Athens, Greece.
Patricia R CollinsEdith Cowan University, Joondalup, Australia.
Irene CoppolaResearch Centre in European Private Law (ReCEPL), Suor Orsola Benincasa University of Naples, Naples, Italy.
Mafalda DâmasoErasmus University Rotterdam, Rotterdam, Netherlands.
Meike MorrenUniversity of Amsterdam, Amsterdam, The Netherlands.
Einat ElizarovThe University of Haifa, Haifa, Israel.
Naama ErlichBen-Gurion University Of The Negev, Beersheba, Israel.
Peculiar Ezeigwe-EphraimIscte-IUL (Instituto Universitário de Lisboa), Centre for Social Research and Intervention, Lisbon, Portugal.
Ronald FischerIDOR - D'Or Institute for Research and Education, Rio de Janeiro, Brazil.
Maria Cristina GaetaResearch Centre in European Private Law (ReCEPL), Suor Orsola Benincasa University of Naples, Naples, Italy.
Lucilla GattResearch Centre in European Private Law (ReCEPL), Suor Orsola Benincasa University of Naples, Naples, Italy.
Noam GereraTel Aviv University, Tel Aviv, Israel.
Sjoukje GoldmanAmsterdam University of Applied Sciences, Amsterdam, The Netherlands.
Frederic GonthierPacte research Centre, School of Political Studies Univ. Grenoble Alpes, Grenoble, France.
Stefanie HabermannRoyal Holloway University, London, UK.
Mina HristovaBulgarian Academy of Sciences, Sofia, Bulgaria.
Demet Islambay YapaliIndependent Researcher, Berlin, Germany.
Luigi IzzoResearch Centre in European Private Law (ReCEPL), Suor Orsola Benincasa University of Naples, Naples, Italy.
Panos KapetanakisNational Centre for Scientific Research "Demokritos", Athens, Greece.
Reşit KışlıoğluBaşkent University, Ankara, Turkey.
Chaya KolevaCentral European University, Policy and Citizens' Observatory, Sofia, Bulgaria.
Roberta KolevaCentral European University, Policy and Citizens' Observatory, Sofia, Bulgaria.
Joshua LakeThe University of Western Australia, Perth, Australia.
Mael MesplouPacte research Centre, School of Political Studies Univ. Grenoble Alpes, Grenoble, France.
Vanina NinovaCentral European University, Policy and Citizens' Observatory, Sofia, Bulgaria.
Elif Sandal ÖnalBielefeld University, Bielefeld, Germany.
Shani Oppenheim-WellerJerusalem Multidisciplinary College, Jerusalem, Israel.
Duygu OzturkIstanbul Medipol University, Istanbul, Turkey.
Ioannis Elissaios PaparrigopoulosNational Centre for Scientific Research "Demokritos", Athens, Greece.
Vladimir PonizovskiyRuhr-Universität Bochum, Bochum, Germany.
Tim ReeskensTilburg University, Tillburg, The Netherlands.
Maria Francesca RomanoScuola Superiore Sant'Anna, Pisa, Italy.
Torven SchalkTe Herenga Waka - Victoria University of Wellington, Wellington, New Zealand.
Alina Starovolsky-ShitritTel Aviv University, Tel Aviv, Israel.
Oscar SmallenbroekEuropean Commission, Joint Research Centre (JRC), Ispra, Italy.
Ömer TopuzAbdullah Gül University, Kayseri, Turkey.
Christin-Melanie VauclairIscte-IUL (Instituto Universitário de Lisboa), Centre for Social Research and Intervention, Lisbon, Portugal.
Giuseppe Di VettaScuola Superiore Sant'Anna, Pisa, Italy.
Sheng YeEast China University of Science and Technology, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Values are important building blocks of political ideologies and are frequently invoked in political debates. Yet, because values are abstract, understanding how they are expressed in real-world discourse, and how this varies across contexts, remains a challenge. In this paper, we introduce a large-scale, expert-annotated dataset of value expression in political text, comprising news articles and political manifestos across nine languages. The dataset is grounded in the refined theory of human values (Schwartz et al., 2012) and was developed through an iterative process of annotation guideline development, annotator training, and expert curation. Value annotations capture both the type of value expressed and its evaluative framing, distinguishing whether values are expressed as attained or constrained. The final dataset comprises 2648 texts and 74,231 sentences across nine languages. This resource enables systematic, cross-linguistic analysis of value expression in political communication and provides a benchmark for developing and evaluating computational models of value detection.

Indexed as

LanguagePoliticsSocial ValuesHumansAnnotationCross-culturalHuman valuesPolitical discourseValue expression

Identifiers

PMID42625026
PMCPMC13493494

What OpenQuestion holds

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.