EJ Extra: A Snapshot of Writing Instruction in Middle Schools and High Schools [FREE ACCESS]
Abstract
In the May 2009 issue of English Journal , we reported on our analysis of data from the National Assessment of Educational Progress to provide a first look at changes in the teaching of writing over the past 30 years. In this article, we provide a more detailed look, drawing on data collected from visits to 260 English, math, social studies, and science classrooms in 20 middle schools and high schools in five states (schools all chosen for reputations for excellence in the teaching of writing), interviews with 220 teachers and administrators, and with 138 students in these schools, and a national survey of 1520 randomly selected teachers.
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?
Humanities teachers' reservation to use AI seems to reflect the belief that it will hurt students in developing analytical and interpretative skills, especially in areas requiring originality, subtlety, and personal involvement with text, as shown through short responses in overreliance and plagiarism.
“Humanities teachers' reservation to use the AI tool seems to reflect from the belief that this will eventually hurt students in developing the necessary analytical and interpretative skills, especially in those areas that require originality, subtlety, and personal involvement with the text, as shown through their short responses in over reliance and plagiarism (Applebee & Langer, 2011).”
From A cross-sectional look at teacher reactions, worries, and professional development needs related to generative AI in an urban school district (2025) · cites this paper as Applebee & Langer, 2011
Cites
Still being checked.
Cited by
Sorted by citations
Changing How Writing Is Taught
Graham, S. (2019) · Review of Research in Education · doi:10.3102/0091732x18821125 · Cited by 511 · see citing works
Comparing the quality of human and ChatGPT feedback of students’ writing
Steiss, J., Tate, T., Graham, S., Cruz, J., Hebert, M., Wang, J., Moon, Y., Tseng, W., Warschauer, M., & Olson, C. B. (2024) · Learning and Instruction · doi:10.1016/j.learninstruc.2024.101894 · Cited by 509 · see citing works
The Effects of Writing on Learning in Science, Social Studies, and Mathematics: A Meta-Analysis
Graham, S., Kiuhara, S. A., & MacKay, M. (2020) · Review of Educational Research · doi:10.3102/0034654320914744 · Cited by 295 · see citing works
Writing: importance, development, and instruction
Graham, S., Rouse, A. G., & McKeown, D. (2012) · Reading and Writing · doi:10.1007/s11145-012-9395-2 · Cited by 270 · see citing works
Research-Based Writing Practices and the Common Core
Graham, S., Harris, K. R., & Santangelo, T. (2015) · The Elementary School Journal · doi:10.1086/681964 · Cited by 244 · see citing works
Reading for Writing: A Meta-Analysis of the Impact of Reading Interventions on Writing
Graham, S., Liu, X., Bartlett, B. J., Ng, C., Harris, K. R., Aitken, A. A., Barkel, A., Kavanaugh, C., & Talukdar, J. (2017) · Review of Educational Research · doi:10.3102/0034654317746927 · Cited by 250 · see citing works
Teaching writing to middle school students: a national survey
Graham, S., Capizzi, A. M., Harris, K. R., Hebert, M. A., & Morphy, P. (2013) · Reading and Writing · doi:10.1007/s11145-013-9495-7 · Cited by 211 · see citing works
Effectiveness of Literacy Programs Balancing Reading and Writing Instruction: A Meta‐Analysis
Graham, S., Liu, X., Aitken, A. A., Ng, C., Bartlett, B. J., Harris, K. R., & Holzapfel, J. (2017) · Reading Research Quarterly · doi:10.1002/rrq.194 · Cited by 196 · see citing works
Third and fourth grade teacher’s classroom practices in writing: a national survey
Brindle, M., Graham, S., Harris, K. R., & Hebert, M. A. (2015) · Reading and Writing · doi:10.1007/s11145-015-9604-x · Cited by 178 · see citing works
High school teachers use of writing to support students’ learning: a national survey
Rouse, A. G., Graham, S., Kiuhara, S. A., & Hebert, M. A. (2013) · Reading and Writing · doi:10.1007/s11145-013-9494-8 · Cited by 134 · see citing works
Harris, K. R., Graham, S., & Adkins, M. (2014) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2014.02.003 · Cited by 130 · see citing works
Wu, Y., & Schunn, C. D. (2020) · American Educational Research Journal · doi:10.3102/0002831220945266 · Cited by 150 · see citing works
Common Core State Standards, Writing, and Students with LD: Recommendations
Graham, S., & Harris, K. R. (2013) · Learning Disabilities Research and Practice · doi:10.1111/ldrp.12004 · Cited by 101 · see citing works
Self-Regulated Strategy Development in Writing
Harris, K. R., & Graham, S. (2016) · Policy Insights from the Behavioral and Brain Sciences · doi:10.1177/2372732215624216 · Cited by 124 · see citing works
Teachers’ reported practices for teaching writing in England
Dockrell, J. E., Marshall, C. R., & Wyse, D. (2015) · Reading and Writing · doi:10.1007/s11145-015-9605-9 · Cited by 91 · see citing works
How do students use <scp>ChatGPT</scp> as a writing support?
Levine, S., Beck, S. W., Mah, C., Phalen, L., & PIttman, J. (2025) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.1373 · Cited by 83 · see citing works
Syntactic and lexical features of adolescent L2 students’ academic writing
Maamuujav, U., Olson, C. B., & Chung, H. Q. (2021) · Journal of Second Language Writing · doi:10.1016/j.jslw.2021.100822 · Cited by 79 · see citing works
Wu, Y., & Schunn, C. D. (2023) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2023.102160 · Cited by 78 · see citing works
Ray, A. B., Graham, S., Houston, J., & Harris, K. R. (2015) · Reading and Writing · doi:10.1007/s11145-015-9602-z · Cited by 69 · see citing works
The Common Core State Standards and Evidence-Based Educational Practices: The Case of Writing
Troia, G. A., & Olinghouse, N. G. (2013) · School Psychology Review · doi:10.1080/02796015.2013.12087478 · Cited by 67 · see citing works
McKeown, D., Brindle, M., Harris, K. R., Sandmel, K. N., Steinbrecher, T. D., Graham, S., Lane, K. L., & Oakes, W. P. (2018) · American Educational Research Journal · doi:10.3102/0002831218804146 · Cited by 64 · see citing works
Mapping the landscape of writing instruction in New Zealand primary school classrooms
Parr, J. M., & Jesson, R. (2015) · Reading and Writing · doi:10.1007/s11145-015-9589-5 · Cited by 64 · see citing works
Can AI Provide Useful Holistic Essay Scoring?
Tate, T. P., Steiss, J., Bailey, D., Graham, S., Moon, Y., Ritchie, D., Tseng, W., & Warschauer, M. (2024) · Computers and Education: Artificial Intelligence · doi:10.1016/j.caeai.2024.100255 · Cited by 60 · see citing works
Emphasizing Planning for Essay Writing With a Computer-Based Graphic Organizer
Evmenova, A. S., Regan, K. S., Boykin, A., Good, K., Hughes, M. D., MacVittie, N., Sacco, D. M., Ahn, S. Y., & Chirinos, D. S. (2015) · Exceptional Children · doi:10.1177/0014402915591697 · Cited by 56 · see citing works
Constructs of Teaching Writing in Research About Literacy Teacher Education
Bomer, R., Land, C. L., Rubin, J. C., & Dike, L. M. V. (2019) · Journal of Literacy Research · doi:10.1177/1086296x19833783 · Cited by 53 · see citing works
Kane, B. D., & Rosenquist, B. A. (2019) · American Educational Research Journal · doi:10.3102/0002831219826580 · Cited by 50 · see citing works
Teaching writing to middle school students in Portugal and in Brazil: an exploratory study
Simão, A. M. V., Malpique, A., Frison, L. M. B., & Marques, A. (2015) · Reading and Writing · doi:10.1007/s11145-015-9606-8 · Cited by 49 · see citing works
Teacher perceptions of integrating technology in writing
Regan, K. S., Evmenova, A. S., Sacco, D. M., Schwartzer, J., Chirinos, D. S., & Hughes, M. D. (2019) · Technology Pedagogy and Education · doi:10.1080/1475939x.2018.1561507 · Cited by 46 · see citing works
Can Cognitive Writing Models Inform the Design of the Common Core State Standards?
Hayes, J. R., & Olinghouse, N. G. (2015) · The Elementary School Journal · doi:10.1086/681909 · Cited by 42 · see citing works
How educators use mathematics writing in the classroom: a national survey of mathematics educators
Powell, S. R., Hebert, M. A., & Hughes, E. M. (2020) · Reading and Writing · doi:10.1007/s11145-020-10076-8 · Cited by 40 · see citing works
Developmental Education: The Evolution of Research and Reform
Jaggars, S. S., & Bickerstaff, S. (2018) · Higher education · doi:10.1007/978-3-319-72490-4_10 · Cited by 40 · see citing works
Abubakir, H., & Alshaboul, Y. M. K. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e17348 · Cited by 39 · see citing works
Writing in the content areas: a Norwegian case study
Hertzberg, F., & Roe, A. (2015) · Reading and Writing · doi:10.1007/s11145-015-9607-7 · Cited by 38 · see citing works
Chen, R., Lee, V. R., & G Lee, M. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13350-w · Cited by 43 · see citing works
“…will eventually hurt students in developing the necessary analytical and interpretative skills, especially in those areas that require originality, subtlety, and personal involvement with the text, as shown through their short responses in over reliance and plagiarism (Applebee & Langer, 2011).”
Classroom Talk as Writing Instruction for Learning to Make Writing Moves in Literary Arguments
VanDerHeide, J. (2017) · Reading Research Quarterly · doi:10.1002/rrq.196 · Cited by 38 · see citing works
Effective writing instruction for students in grades 6 to 12: a best evidence meta-analysis
Graham, S., Cao, Y.-C., Kim, Y., Lee, J., Tate, T., Collins, P., Cho, M., Moon, Y., Chung, H. Q., & Olson, C. B. (2024) · Reading & Writing · doi:10.1007/s11145-024-10539-2 · Cited by 46 · see citing works
Practices of effective writing teachers
Gadd, M., & Parr, J. M. (2017) · Reading and Writing · doi:10.1007/s11145-017-9737-1 · Cited by 35 · see citing works
Blikstad‐Balas, M., Roe, A., & Klette, K. (2018) · Written Communication · doi:10.1177/0741088317751123 · Cited by 35 · see citing works
Classroom Writing Tasks and Students' Analytic Text-Based Writing
Matsumura, L. C., Correnti, R. J., & Wang, E. L. (2015) · Reading Research Quarterly · doi:10.1002/rrq.110 · Cited by 35 · see citing works
Calkins, L. M., & Ehrenworth, M. (2016) · The Reading Teacher · doi:10.1002/trtr.1499 · Cited by 35 · see citing works
Writing expository essays from social studies texts: a self-regulated strategy development study
Collins, A. A., Ciullo, S. P., Graham, S., Sigafoos, L. L., Guerra, S., David, M., & Judd, L. (2021) · Reading and Writing · doi:10.1007/s11145-021-10157-2 · Cited by 34 · see citing works
Common Core State Standards and Writing
Graham, S., & Harris, K. R. (2015) · The Elementary School Journal · doi:10.1086/681963 · Cited by 32 · see citing works
VanDerHeide, J., & Newell, G. E. (2013) · Written Communication · doi:10.1177/0741088313491713 · Cited by 33 · see citing works
Troia, G. A., & Graham, S. (2017) · Learning Disabilities Research and Practice · doi:10.1111/ldrp.12135 · Cited by 32 · see citing works
Secondary science teachers’ implementation of CCSS and NGSS literacy practices: a survey study
Drew, S. V., & Thomas, J. D. (2017) · Reading and Writing · doi:10.1007/s11145-017-9784-7 · Cited by 31 · see citing works
Rapid decline and gender disparities in the NAPLAN writing data
Thomas, D. P. (2019) · The Australian Educational Researcher · doi:10.1007/s13384-019-00366-8 · Cited by 31 · see citing works
Cloud‐Based Collaborative Writing and the Common Core Standards
Yim, S., Warschauer, M., Zheng, B., & Lawrence, J. F. (2014) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.345 · Cited by 29 · see citing works
The nature of error in adolescent student writing
Wilcox, K. C., Yagelski, R., & Yu, F. (2014) · Reading and Writing · doi:10.1007/s11145-013-9492-x · Cited by 29 · see citing works
Recentering Purpose and Audience as Part of a Critical, Humanizing Approach to Writing Instruction
Land, C. L. (2020) · Reading Research Quarterly · doi:10.1002/rrq.371 · Cited by 29 · see citing works
Chen, D., Hebert, M. A., & Wilson, J. (2022) · American Educational Research Journal · doi:10.3102/00028312221106773 · Cited by 28 · see citing works
Lin, T., Nagpal, M. N., VanDerHeide, J., Ha, S. Y., & Newell, G. E. (2020) · Reading and Writing · doi:10.1007/s11145-020-10056-y · Cited by 27 · see citing works
Euclid at the Core: Recentering Literary Education
Rabinowitz, P. J., & Bancroft, C. (2014) · Style · doi:10.5325/style.48.1.0001 · Cited by 27 · see citing works
‘How do I do it if I don’t like writing?’: Adolescents’ stances toward writing across disciplines
Jeffery, J. V., & Wilcox, K. (2013) · Reading & Writing · doi:10.1007/s11145-013-9493-9 · Cited by 3 · see citing works
Wahleithner, J. M. (2020) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.1057 · Cited by 26 · see citing works
English Learners, Writing, and the Common Core
Olson, C. B., Scarcella, R. C., & Matuchniak, T. (2015) · The Elementary School Journal · doi:10.1086/681235 · Cited by 26 · see citing works
What Does a Model Model? And for Whom?
Bazerman, C. (2018) · Educational Psychologist · doi:10.1080/00461520.2018.1496022 · Cited by 34 · see citing works
Teacher Reports of Secondary Writing Instruction with Deaf Students
Wolbers, K. A., Dostal, H. M., & Holcomb, L. (2023) · Journal of Literacy Research · doi:10.1177/1086296x231163124 · Cited by 25 · see citing works
Orientations for the Teaching of Writing: A Legacy of the National Writing Project
Whitney, A. E., & Friedrich, L. (2013) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811311500707 · Cited by 25 · see citing works
Informational Writing in High School Science
Kohnen, A. M. (2013) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.220 · Cited by 24 · see citing works
Magnifico, A. M., Woodard, R., & McCarthey, S. J. (2019) · Computers & composition/Computers and composition · doi:10.1016/j.compcom.2019.01.005 · Cited by 24 · see citing works
Anderson, R., Chaparro, E. A., Smolkowski, K., & Cameron, R. (2023) · Assessing Writing · doi:10.1016/j.asw.2023.100694 · Cited by 23 · see citing works
Acceptability of Adaptations for Struggling Writers
Graham, S., Harris, K. R., Bartlett, B. J., Popadopoulou, E., & Santoro, J. (2014) · Learning Disability Quarterly · doi:10.1177/0731948714554038 · Cited by 23 · see citing works
Text-based writing in elementary classrooms: teachers’ conceptions and practice
Wang, E. L., & Matsumura, L. C. (2018) · Reading and Writing · doi:10.1007/s11145-018-9860-7 · Cited by 23 · see citing works
A National Study of Teaching and Assessing Writing in Canadian Middle Grades Classrooms
Peterson, S. S., & McClay, J. (2014) · McGill Journal of Education / Revue des sciences de l'éducation de McGill · doi:10.7202/1025770ar · Cited by 22 · see citing works
The effects of prior computer use on computer-based writing: The 2011 NAEP writing assessment
Tate, T. P., Warschauer, M., & Abedi, J. (2016) · Computers & Education · doi:10.1016/j.compedu.2016.06.001 · Cited by 24 · see citing works
Writing Instruction for Adolescents in the Shadow of the Common Core State Standards
Sundeen, T. H. (2015) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.444 · Cited by 21 · see citing works
Rubin, J. C., & Land, C. L. (2017) · Teaching and Teacher Education · doi:10.1016/j.tate.2017.09.008 · Cited by 20 · see citing works
Avalos, M. A., Perez, X., & Thorrington, V. (2019) · Reading & Writing Quarterly · doi:10.1080/10573569.2019.1635056 · Cited by 20 · see citing works
Wahleithner, J. M. (2018) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811812000103 · Cited by 19 · see citing works
Learning to Write in Middle School?
Lawrence, J. F., Galloway, E. P., Yim, S., & Lin, A. (2013) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.219 · Cited by 19 · see citing works
Muhammad, G. E. (2015) · Journal of Education · doi:10.1177/002205741519500203 · Cited by 19 · see citing works
Keypresses and Mouse Clicks: Analysis of the First National Computer-Based Writing Assessment
Tate, T. P., & Warschauer, M. (2019) · Technology Knowledge and Learning · doi:10.1007/s10758-019-09412-x · Cited by 19 · see citing works
Enacting Thinking: Supporting Teacher Candidates in Modeling Writing Strategies
Alston, C. L., & Danielson, K. A. (2020) · Literacy Research and Instruction · doi:10.1080/19388071.2020.1822475 · Cited by 20 · see citing works
West, J. A., & Saine, P. (2016) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.602 · Cited by 19 · see citing works
Matuchniak, T., Olson, C. B., & Scarcella, R. C. (2013) · Reading and Writing · doi:10.1007/s11145-013-9490-z · Cited by 18 · see citing works
Academic Standards for Writing
Troia, G. A., Olinghouse, N. G., Mo, Y., Hawkins, L. K., Kopke, R. A., Chen, A., Wilson, J., & Stewart, K. A. (2015) · The Elementary School Journal · doi:10.1086/683984 · Cited by 18 · see citing works
Xavier's Take on Authentic Writing
Behizadeh, N. (2014) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.357 · Cited by 18 · see citing works
A National Survey of Teachers of the Deaf on Disciplinary Writing
Dostal, H. M., Wolbers, K. A., Ward, S., & Saulsburry, R. (2018) · Exceptionality · doi:10.1080/09362835.2018.1480952 · Cited by 17 · see citing works
Embracing social media for educational linguistic activities
Lantz-Andersson, A. (2016) · Nordic Journal of Digital Literacy · doi:10.18261/issn.1891-943x-2016-01-03 · Cited by 17 · see citing works
The Effects of a Summary Writing Strategy on the Literacy Skills of Adolescents with Disabilities
Asaro‐Saddler, K., Muir-Knox, H., & Meredith, H. (2017) · Exceptionality · doi:10.1080/09362835.2017.1283626 · Cited by 17 · see citing works
Understanding Instructional Quality in English Language Arts
Grossman, P., Cohen, J., & Brown, L. (2015) · doi:10.1002/9781119210856.ch10 · Cited by 17 · see citing works
Lillge, D. (2012) · Across the Disciplines · doi:10.37514/atd-j.2012.9.3.09 · Cited by 16 · see citing works
Tate, T. P., Warschauer, M., & Kim, Y. G. (2019) · Reading and Writing · doi:10.1007/s11145-019-09940-z · Cited by 16 · see citing works
Writing to Learn and Learning to Write through SWoRD
Schunn, C. D. (2016) · Routledge eBooks · doi:10.4324/9781315647500-16 · Cited by 23 · see citing works
Teaching writing in Brazilian public high schools
Coelho, R. (2020) · Reading and Writing · doi:10.1007/s11145-019-10008-1 · Cited by 16 · see citing works
Vaughan, A. (2019) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.1009 · Cited by 15 · see citing works
A sentence-combining intervention for struggling writers: response to intervention
Walter, K., Dockrell, J. E., & Connelly, V. J. (2021) · Reading and Writing · doi:10.1007/s11145-021-10135-8 · Cited by 15 · see citing works
Glen, N. J., & Dotger, S. (2013) · Journal of Science Teacher Education · doi:10.1007/s10972-013-9348-x · Cited by 15 · see citing works
Lammers, J. C., & Alstyne, J. H. V. (2018) · Journal of Adolescent & Adult Literacy · doi:10.1002/jaal.933 · Cited by 14 · see citing works
Madison, E., Anderson, R., & Bousselot, T. (2019) · Reading & Writing Quarterly · doi:10.1080/10573569.2019.1579127 · Cited by 14 · see citing works
Behizadeh, N. (2022) · Teaching and Teacher Education · doi:10.1016/j.tate.2022.103912 · Cited by 15 · see citing works
Washburn, E. K., Sielaff, C. K., & Golden, K. (2016) · Literacy Research and Instruction · doi:10.1080/19388071.2016.1165319 · Cited by 13 · see citing works
Using Multimedia to Teach Self-Regulated Strategy Development to Preservice Teachers
Romig, J. E., Sundeen, T. H., Thomas, C. N., Kennedy, M. J., Philips, J., Peeples, K. N., Rodgers, W., & Mathews, H. M. (2018) · Journal of Special Education Technology · doi:10.1177/0162643417746373 · Cited by 13 · see citing works
Realizing powerful writing pedagogy in U.S. public schools
Behizadeh, N. (2019) · Pedagogies An International Journal · doi:10.1080/1554480x.2019.1671847 · Cited by 13 · see citing works
Ray, A. B., Torres, C., & Cao, Y. (2023) · Exceptionality · doi:10.1080/09362835.2023.2174119 · Cited by 13 · see citing works
Early, J. S., & Saidy, C. (2013) · Reading and Writing · doi:10.1007/s11145-013-9483-y · Cited by 13 · see citing works
Content Area Teacher Candidates' Self-Efficacy Beliefs of Teaching Writing Online
Saine, P., & West, J. A. (2017) · Journal of Digital Learning in Teacher Education · doi:10.1080/21532974.2017.1280433 · Cited by 13 · see citing works
Google Docs in the Classroom: A District-wide Case Study
Yim, S., Warschauer, M., & Zheng, B. (2016) · Teachers College Record The Voice of Scholarship in Education · doi:10.1177/016146811611800903 · Cited by 12 · see citing works
An Urban Secondary School Case Study of Disciplinary Writing in Tracked Classrooms
Wilcox, K. C. (2014) · Education and Urban Society · doi:10.1177/0013124514549831 · Cited by 11 · see citing works
The Impacts of Domain-General vs. Domain-Specific Diagramming Tools on Writing
Barstow, B., Fazio, L. K., Lippman, J. P., Falakmasir, M. H., Schunn, C. D., & Ashley, K. D. (2016) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-016-0130-z · Cited by 12 · see citing works
- Authors
- Applebee, A. N., & Langer, J. A.
- Venue
- English Journal
- Published
- 2011-07-01
- Volume
- 100
- Issue
- 6
- Pages
- 14-27
- ISSN
- 0013-8274 (ISSN-L)
- 2161-8895
- OpenAlex
- W4392435448
- Cited by
- 264
- References
- 0
- Citations by year
- 2026: 21 · 2025: 19 · 2024: 28 · 2023: 23 · 2022: 24 · 2021: 14 · 2020: 17 · 2019: 20 · 2018: 12 · 2017: 18 · 2016: 15 · 2015: 21 · 2014: 15 · 2013: 14 · 2012: 3
- FWCI
- 49.29
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The English Journal (publishedVersion)
- Topics
- Social Sciences › Education › Writing and Handwriting Education
- Social Sciences › Arts and Humanities › Literature and Literary Theory › Linguistics and Education Research
- Social Sciences › Education › Education Pedagogy and Practices
- Keywords
- writing instruction, junior high school, high schools, writing teachers, writing curriculum, National Assessment of Educational Progress, writing assessment, teacher perceptions, student perceptions, classroom observation
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