Mobilizing From Scratch: Large-Scale Collective Action Without Preexisting Organization in the Syrian Uprising
Abstract
Core social movement research argues that large-scale challenges to authority build upon preexisting organization and civil society resources. How do dissenters mobilize masses in repressive settings where, given curtailment of civil society, autonomous associations scarcely exist and norms discourage trust more than encourage it? Testimonials from the Syrian uprising illustrate how protest can become widespread under such conditions, yet occurs through processes different from what dominant theory expects. Activists get demonstrations off the ground by planning around awareness of their organizational deficits. Once in motion, contention propels both organization and increasing organizational sophistication. To be effective, mobilization sometimes evades or obscures established social relationships, even as it produces new forms of sociability. Bridging literatures on mass and clandestine mobilization, this research reconsiders the assumed sequential logic of movement development from organization to protest, rather than vice versa. It also shifts attention from movement antecedents toward the resourcefulness and strategy that enable mobilizing both from scratch and at grave risk.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In Syria during the Arab Spring, collective action could not be planned in advance because the Assad regime would have preemptively repressed it; randomness was preferred.
“Collective action could not be planned in advance because the Assad regime would have preemptively repressed it: instead, randomness was preferred because”
From Coordinated Dis-Coordination (2024) · cites this paper as Pearlman 2021
Instances of collective action under repressive regimes may not be due to coordination at all, but instead spontaneity.
“Other research suggests that instances of collective action under repressive regimes may not be due to coordination at all, but instead, spontaneity.”
From Coordinated Dis-Coordination (2024) · cites this paper as Pearlman 2021
Cites
McAdam, D., Tarrow, S., & Tilly, C. (2001) · doi:10.1017/cbo9780511805431 · Cited by 5,558 · see citing works
Political Process and the Development of Black Insurgency, 1930-1970
Wolters, R., & McAdam, D. (1983) · Journal of American History · doi:10.2307/1900286 · Cited by 2,843 · see citing works
Recruitment to High-Risk Activism: The Case of Freedom Summer
McAdam, D. (1986) · American Journal of Sociology · doi:10.1086/228463 · Cited by 2,203 · see citing works
Micromotives and Macrobehavior.
Connolly, T., & Schelling, T. C. (1979) · Administrative Science Quarterly · doi:10.2307/2989930 · Cited by 2,059 · see citing works
Nomads of the Present: Social Movements and Individual Needs in Contemporary Society.
Eyerman, R., Melucci, A., Keane, J., & Mier, P. (1990) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072433 · Cited by 1,976 · see citing works
Weapons of the Weak: Everyday Forms of Peasant Resistance
Bailey, F. G. (1987) · Pacific Affairs · doi:10.2307/2758183 · Cited by 1,901 · see citing works
The Origins of the Civil Rights Movement: Black Communities Organizing for Change.
Hine, D. C., & Morris, A. D. (1985) · The Journal of Southern History · doi:10.2307/2209556 · Cited by 1,893 · see citing works
Insurgent Collective Action and Civil War in El Salvador
Wood, E. J. (2003) · doi:10.1017/cbo9780511808685 · Cited by 1,644 · see citing works
Now out of Never: The Element of Surprise in the East European Revolution of 1989
Kuran, T. (1991) · World Politics · doi:10.2307/2010422 · Cited by 1,435 · see citing works
Life as Politics : How Ordinary People Change the Middle East
Bayat, A. (2010) · doi:10.5117/9789053569115 · Cited by 1,318 · cited 2× · see citing works
“Scholars have explored this latter question by theorizing mobilization without organizations (Scott, 1987), without movements (Bayat, 2009), or without masses (Fu, 2018).”
BackgroundAmbiguities of Domination: Politics, Rhetoric, and Symbols in Contemporary Syria
Wedeen, L. (1999) · Cited by 1,175 · see citing works
Specifying the Relationship Between Social Ties and Activism
McAdam, D., & Paulsen, R. (1993) · American Journal of Sociology · doi:10.1086/230319 · Cited by 1,166 · see citing works
Social Movements, Political Violence, and the State
della Porta, D. (1995) · Cambridge University Press eBooks · doi:10.1017/cbo9780511527555 · Cited by 948 · see citing works
The Social Processes of Civil War: The Wartime Transformation of Social Networks
Wood, E. J. (2008) · Annual Review of Political Science · doi:10.1146/annurev.polisci.8.082103.104832 · Cited by 668 · see citing works
NARRATIVE IN POLITICAL SCIENCE
Patterson, M., & Monroe, K. R. (1998) · Annual Review of Political Science · doi:10.1146/annurev.polisci.1.1.315 · Cited by 605 · see citing works
The Cross-National Diffusion of Movement Ideas
McAdam, D., & Rucht, D. (1993) · The Annals of the American Academy of Political and Social Science · doi:10.1177/0002716293528001005 · Cited by 558 · see citing works
Collective Action and Network Structure
Gould, R. V. (1993) · American Sociological Review · doi:10.2307/2095965 · Cited by 557 · see citing works
Organizing Rebellion: Rethinking High-Risk Mobilization and Social Networks in War
PARKINSON, S. E. (2013) · American Political Science Review · doi:10.1017/s0003055413000208 · Cited by 412 · see citing works
Social Movements in an Organizational Society: Collected Essays.
Snow, D. A., Zald, M. N., & McCarthy, J. D. (1988) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2073939 · Cited by 396 · see citing works
Opportunity Organizations and Threat‐Induced Contention: Protest Waves in Authoritarian Settings
Almeida, P. D. (2003) · American Journal of Sociology · doi:10.1086/378395 · Cited by 395 · see citing works
Staniland, P. (2018) · Cornell University Press eBooks · doi:10.7591/9780801471032 · Cited by 375 · see citing works
Rethinking Social Movements: Structure, Meaning and Emotion
Rootes, C. A. (2005) · British Journal of Sociology · doi:10.1111/j.1468-4446.2005.00088_8.x · Cited by 349 · see citing works
The Arab uprising: the unfinished revolutions of the new Middle East
(2012) · Choice Reviews Online · doi:10.5860/choice.50-1111 · Cited by 325 · see citing works
Social Movements and Social Capital: A Network Perspective on Movement Outcomes
Diani, M. (1997) · Mobilization An International Quarterly · doi:10.17813/maiq.2.2.w6087622383h4341 · Cited by 311 · see citing works
Resistance and rebellion: lessons from Eastern Europe
(2002) · Choice Reviews Online · doi:10.5860/choice.39-4831 · Cited by 301 · see citing works
(2005) · Choice Reviews Online · doi:10.5860/choice.43-2528 · Cited by 296 · see citing works
Goodman, L. A. (2011) · Sociological Methodology · doi:10.1111/j.1467-9531.2011.01242.x · Cited by 294 · see citing works
Noonan, R. K. (1995) · Sociological Forum · doi:10.1007/bf02098565 · Cited by 280 · see citing works
Pulled, Pushed, and Persuaded: Explaining Women’s Mobilization into the Salvadoran Guerrilla Army
Viterna, J. S. (2006) · American Journal of Sociology · doi:10.1086/502690 · Cited by 270 · see citing works
Zhao, D.-X. (1998) · American Journal of Sociology · doi:10.1086/231399 · Cited by 269 · see citing works
Martin, J. L. (2009) · doi:10.1515/9781400830534 · Cited by 262 · see citing works
BEYOND STRUCTURAL ANALYSIS: TOWARD A MORE DYNAMIC UNDERSTANDING OF SOCIAL MOVEMENTS
Mcadam, D. (2002) · Oxford University Press eBooks · doi:10.1093/0199251789.003.0012 · Cited by 221 · see citing works
Secret Societies and Social Structure
Erickson, B. H. (1981) · Social Forces · doi:10.1093/sf/60.1.188 · Cited by 215 · see citing works
The Syrian Jihad: Al-Qaeda, the Islamic State and the Evolution of an Insurgency
Lister, C. (2015) · Cited by 215 · see citing works
States, Ideologies, and Social Revolutions
Parsa, M. (2000) · Cambridge University Press eBooks · doi:10.1017/cbo9780511491054 · Cited by 201 · see citing works
Mobilizing in Black Boxes: Social Networks and Participation in Social Movement Organizations
Kitts, J. (2000) · Mobilization An International Quarterly · doi:10.17813/maiq.5.2.5408016w34215787 · Cited by 191 · see citing works
Diani, M. (2007) · Blackwell Publishing Ltd eBooks · doi:10.1002/9780470999103.ch15 · Cited by 185 · see citing works
The political economy of Syria under Asad
(1996) · Choice Reviews Online · doi:10.5860/choice.33-2858 · Cited by 176 · see citing works
The Phoenix Effect of State Repression: Jewish Resistance during the Holocaust
Finkel, E. (2015) · American Political Science Review · doi:10.1017/s000305541500009x · Cited by 169 · see citing works
Mobilizing without the Masses: Control and Contention in China
Fu, D. (2017) · Cited by 136 · see citing works
Syria: neither bread nor freedom
(2004) · Choice Reviews Online · doi:10.5860/choice.41-4275 · Cited by 134 · see citing works
Taking to the Streets: The Transformation of Arab Activism
Khatib, L., & Lust, E. (2014) · Cited by 117 · see citing works
Popular mobilization in Syria: Opportunity and threat, and the social networks of the early risers
Leenders, R., & Heydemann, S. (2012) · Mediterranean Politics · doi:10.1080/13629395.2012.694041 · Cited by 116 · see citing works
Rebellious Civil Society: Popular Protest and Democratic Consolidation in Poland, 1989-1993
Szulkin, R., Ekiert, G., & Kublik, J. (2001) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2654364 · Cited by 110 · see citing works
Yassin-Kassab, R., & Al-Shami, L. (2016) · Pluto Press eBooks · doi:10.2307/j.ctt19b9k02 · Cited by 97 · see citing works
Clandestine Political Violence
della Porta, D. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9781139043144 · Cited by 89 · see citing works
Syria's Peasantry, the Descendants of Its Lesser Rural Notables, and Their Politics
Brown, L. C., & Batatu, H. (1999) · Foreign Affairs · doi:10.2307/20049587 · Cited by 85 · see citing works
The Impossible Revolution: making sense of the Syrian tragedy
Haugbølle, S. (2018) · Race & Class · doi:10.1177/0306396818771274 · Cited by 78 · see citing works
Civil war in Syria. Mobilization and competing social orders
Madbouly, M. (2019) · British Journal of Middle Eastern Studies · doi:10.1080/13530194.2019.1681188 · Cited by 75 · see citing works
Collective Action and Mobilization in Dar'a: An Anatomy of the Onset of Syria's Popular Uprising
Leenders, R. (2012) · Mobilization An International Quarterly · doi:10.17813/maiq.17.4.gj8km668p18611hj · Cited by 70 · see citing works
Crossley, N., Edwards, G., Harries, E., & Stevenson, R. (2012) · Social Networks · doi:10.1016/j.socnet.2012.07.004 · Cited by 67 · see citing works
Syria speaks : art and culture from the frontline
Halasa, M., Omareen, Z., & Mahfoud, N. (2014) · Cited by 65 · see citing works
Social Movement Theory and the Onset of the Popular Uprising in Syria
Leenders, R. (2013) · Arab Studies Quarterly · doi:10.13169/arabstudquar.35.3.0273 · Cited by 60 · see citing works
Framing democracy: civil society and civic movements in Eastern Europe
(2002) · Choice Reviews Online · doi:10.5860/choice.39-4862 · Cited by 58 · see citing works
Network Approaches and Social Movements
Diani, M., & Mische, A. (2015) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199678402.013.9 · Cited by 53 · see citing works
Ziadeh, R. (2011) · I.B.Tauris eBooks · doi:10.5040/9780755692804 · Cited by 53 · see citing works
Yazbek, S. (2012) · Haus Publishing eBooks · doi:10.2307/j.ctt1zxsm7p · Cited by 52 · see citing works
Mobilizing Structures and Cycles of Protest: Post-Stalinist Contention in Poland, 1954-1959
Osa, M. (2001) · Mobilization An International Quarterly · doi:10.17813/maiq.6.2.ml4u77k2370504j0 · Cited by 51 · see citing works
3. Diffusion and Demonstration
Patel, D., Bunce, V. J., & Wolchik, S. L. (2014) · Columbia University Press eBooks · doi:10.7312/lync15884-003 · Cited by 36 · see citing works
Osa, M., & Schock, K. (2007) · Research in social movements, conflicts and change · doi:10.1016/s0163-786x(06)27005-8 · Cited by 29 · see citing works
The battle for Syria: international rivalry in the new Middle East∗
Hinnebusch, R. A. J. (2017) · International Affairs · doi:10.1093/ia/iiw021 · Cited by 28 · see citing works
Syrian field hospitals: A creative solution in urban military conflict combat in Syria
Sankari, A., Atassi, B., & Sahloul, M. Z. (2013) · Avicenna Journal of Medicine · doi:10.4103/2231-0770.118467 · Cited by 24 · see citing works
Braun, R. (2018) · American Journal of Sociology · doi:10.1086/699651 · Cited by 20 · see citing works
Civil Action in the Syrian Conflict
Pearlman, W. (2019) · doi:10.1093/oso/9780190056896.003.0002 · Cited by 17 · see citing works
Self-citationZeira, Y. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108559492 · Cited by 11 · see citing works
Syria unmasked: the suppression of human rights by the Asad regime
(1992) · Choice Reviews Online · doi:10.5860/choice.29-3560 · Cited by 10 · see citing works
Contingency and Agency in a Turning Point Event
Pearlman, W. (2018) · Amsterdam University Press eBooks · doi:10.2307/j.ctt20krz3k.8 · Cited by 8 · see citing works
Self-citationActivism in difficult times civil society groups in Syria
Khalaf, R., Stolleis, F., Ramadan, O., Friedrich-Ebert-Stiftung, & Badael (2014) · Cited by 7 · see citing works
Johnston, H. (2014) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199678402.013.28 · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Repression in the Digital Age: Surveillance, Censorship, and the Dynamics of State Violence
Gohdes, A. R. (2024) · Oxford University Press · doi:10.1093/oso/9780197743577.001.0001 · Cited by 59 · see citing works
Organizations, Resistance, and Democracy: How Civil Society Organizations Impact Democratization
Pinckney, J. C., Butcher, C. R., & Braithwaite, J. M. (2022) · International Studies Quarterly · doi:10.1093/isq/sqab094 · Cited by 44 · see citing works
The Supply and Demand of Rebel Governance
Florea, A., & Malejacq, R. (2023) · International Studies Review · doi:10.1093/isr/viae004 · Cited by 26 · see citing works
Rebel Motivations and Repression
de Mesquita, E. B., & Shadmehr, M. (2022) · American Political Science Review · doi:10.1017/s0003055422000600 · Cited by 17 · see citing works
The consequences of trust and repression on the rise and fall of movements in authoritarian regimes
Sika, N. (2023) · International Journal of Comparative Sociology · doi:10.1177/00207152231200415 · Cited by 10 · see citing works
Online repression and tactical evasion: evidence from the 2020 Day of Anger protests in Egypt
Lutscher, P. M., & Ketchley, N. (2023) · Democratization · doi:10.1080/13510347.2022.2140798 · Cited by 13 · see citing works
HASSAN, M. (2024) · American Political Science Review · doi:10.1017/s0003055423000291 · Cited by 12 · see citing works
“For instance, Pearlman (2021) examines “ mobilizing from scratch ” in Syria during the Arab Spring.”
BackgroundCollective identity in collective action: evidence from the 2020 summer BLM protests
Kann, C. K., Hashash, S., STEINERT-THRELKELD, Z., & Alvarez, R. M. (2023) · Frontiers in Political Science · doi:10.3389/fpos.2023.1185633 · Cited by 12 · see citing works
State Repression and Opposition Survival in Pinochet’s Chile
Amat, C. (2023) · Comparative Political Studies · doi:10.1177/00104140231169032 · Cited by 11 · see citing works
Rebel group formation in Africa: Evidence from a new dataset
Lewis, J. I. (2023) · World Development · doi:10.1016/j.worlddev.2023.106207 · Cited by 11 · see citing works
Collective Action Infrastructure: The Downstream Effects of Urban Neighborhood Organizing
Chriswell, K., & Huberts, A. (2023) · Comparative Political Studies · doi:10.1177/00104140231193018 · Cited by 10 · see citing works
Cheng, E. W., & Lee, F. L. F. (2023) · Social movement studies · doi:10.1080/14742837.2023.2236032 · Cited by 7 · see citing works
Vrieze, P. (2024) · Political Geography · doi:10.1016/j.polgeo.2024.103165 · Cited by 6 · see citing works
Ho, M. (2023) · International Journal of Comparative Sociology · doi:10.1177/00207152231220524 · Cited by 6 · see citing works
Kadivar, M. A., Ketchley, N., Sotoudeh-Sherbaf, A., & Barrie, C. (2024) · European Sociological Review · doi:10.1093/esr/jcae017 · Cited by 6 · see citing works
Why Onset Matters: Warfare, Intensity, and Duration in Civil War
Siberdt, B. (2024) · Journal of Conflict Resolution · doi:10.1177/00220027241293715 · Cited by 5 · see citing works
Communication, coordination, and surveillance in the shadow of repression
Chau, T., Hassan, M., & Little, A. T. (2024) · American Journal of Political Science · doi:10.1111/ajps.12904 · Cited by 3 · see citing works
Revolution as Mass-Based Regime Change
Clarke, K. (2025) · Annual review of political science (Palo Alto, Calif. Print) · doi:10.1146/annurev-polisci-040623-114124 · Cited by 5 · see citing works
Organizations as pivotal actors in conflict processes: an introduction
Braithwaite, J. M., Butcher, C. R., & Vüllers, J. (2026) · Journal of Peace Research · doi:10.1093/jopres/xjag017 · Cited by 3 · see citing works
Who is Entitled to Oppose Planning Decisions? Politics of Rightful Resistance in Tehran
Tafti, M. T., Abdi, K., Khosronezhad, M., & Nikbin, M. (2023) · Antipode · doi:10.1111/anti.12983 · Cited by 3 · see citing works
Online controls and the protest- repression nexus in Iran
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0007 · Cited by 4 · see citing works
Ethnicity and Strategic Repression of Protest during the 2011 Syrian Uprising
Ash, K., & Mazur, K. (2025) · Perspectives on Politics · doi:10.1017/s153759272510279x · Cited by 2 · see citing works
(Un)organized protest: introducing the Anatomy of Resistance Campaigns 2.0
Vüllers, J., Bakken, I. V., Johansen, T., Dworschak, C., Butcher, C. R., & Braithwaite, J. M. (2026) · Journal of Peace Research · doi:10.1093/jopres/xjag013 · Cited by 2 · see citing works
Rennick, S. A. (2023) · Conflict Security and Development · doi:10.1080/14678802.2023.2188569 · Cited by 2 · see citing works
Why Fight? The Combatant Careers of the Anti‐Kyiv Fighters in the Donbas War1
Savelyeva, N., & Витальевна, Е. С. (2023) · Sociological Forum · doi:10.1111/socf.12970 · Cited by 1 · see citing works
What are online controls, and how do they work?
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0002 · Cited by 1 · see citing works
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0009 · Cited by 1 · see citing works
Presenting the Governmental Incompatibilities Data Project (GIDP) 2.0
White, P. B., Cunningham, D. E., & Gleditsch, K. S. (2025) · International Studies Quarterly · doi:10.1093/isq/sqaf037 · Cited by 1 · see citing works
Dafflon, A., Fillieule, O., & Morselli, D. (2026) · Social Problems · doi:10.1093/socpro/spag028 · Cited by 1 · see citing works
“Single Sparks” and Legacies: An Eventful Account of the May Fourth Movement
Frazier, M. W. (2022) · The China Quarterly · doi:10.1017/s0305741022001242 · Cited by 1 · see citing works
Nationwide shutdowns and government offensives
Gohdes, A. R. (2024) · Repression in the Digital Age · doi:10.1093/oso/9780197743577.003.0005
Contentious Institutionalization of Protests under Democracy: The Evidence from Taiwan, 1986–2016
Ho, M., & Ting, Y.-C. (2023) · Government and Opposition · doi:10.1017/gov.2023.25
Communication and Coordination in the Shadow of RepressionPreprint
Chau, T., Hassan, M., & Little, A. T. (2023) · doi:10.31219/osf.io/eprjt
(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.002.0009
Online controls and repression in Syria
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0004
(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.002.0007
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0001
(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.002.0004
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0003
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0008
Internet accessibility and targeted violence
Gohdes, A. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.003.0006
(2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197743577.002.0008
Who Gains from Nonviolent Action? Unpacking the Logics of Civil Resistance
Amat, C., & Trilling, C. (2024) · Comparative Politics · doi:10.5129/001041524x17249592042927
Edwards, P., & Arnon, D. (2024) · Journal of Peace Research · doi:10.1177/00223433241271872
Narrating Against Uncertainty: Newspaper Documentation in the Syrian Revolutionary Movement
Chevée, A. (2024) · Political Studies · doi:10.1177/00323217241285359
A professor in power? Thinking about organic intellectual(s) with Burhan Ghalioun
Chevée, A. (2025) · Interventions · doi:10.1080/1369801x.2025.2504938
Instrumentalizing Human Rights: The On-Stage and Off-Stage of the Blacklisted Workers’ Movement
Kahraman, F. (2026) · Perspectives on Politics · doi:10.1017/s153759272610440x
Hu, Y., & Liu, R. (2026) · Journal of Peace Research · doi:10.1093/jopres/xjag037
Organizational Repression of Stakeholder Collective Action
Holzaepfel, N., Hawn, O. V., & Werner, T. (2026) · Academy of Management Review · doi:10.5465/amr.2024.0426
Lu, S., & Wang, H. (2026) · Political Behavior · doi:10.1007/s11109-026-10211-1
- Authors
- Pearlman, W.
- Affiliations
- Northwestern University (US)
- Corresponding author
- Pearlman, Wendy
- ORCID
- Pearlman, Wendy
- Venue
- Comparative Political Studies
- Publisher
- SAGE Publications
- Published
- 2020-03-23
- Volume
- 54
- Issue
- 10
- Pages
- 1786-1817
- ISSN
- 0010-4140 (ISSN-L)
- 1552-3829
- OpenAlex
- W3013393724
- Cited by
- 50
- References
- 69
- Citations by year
- 2026: 7 · 2025: 4 · 2024: 7 · 2023: 28 · 2022: 4
- FWCI
- 10.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Comparative Political Studies (publishedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Political Conflict and Governance
- Social Sciences › Sociology and Political Science › Middle East Politics and Society
- Social Sciences › Sociology and Political Science › Social Movements and Cultural Identity
- Keywords
- Syrian uprising, collective action, social movements, repression, civil society, mass mobilization, movement development, protest tactics, sociability, authoritarian regimes
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review