Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy | Paper Citation Record

Observation 9ac35604-34c2-40e4-a410-9c483d585d4c · outbound

This paper cites Springer, 2009.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Springer, 2009

Reference 1

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Observation 13dc3ce7-ce1a-44e0-a67f-3953fdf92733 · outbound

This paper cites Springer, 2013.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Springer, 2013

Reference 2

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This paper cites Comment: The essential tension between parsimony and accuracy.Sociological Methodology, 28(1):231– 236, 1998.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Comment: The essential tension between parsimony and accuracy.Sociological Methodology, 28(1):231– 236, 1998

Reference 3

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This paper cites Machine translation: Mining text for social theory.Annual review of sociology, 42(1):21–50, 2016.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Machine translation: Mining text for social theory.Annual review of sociology, 42(1):21–50, 2016

Reference 4

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This paper cites Oxford University Press, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Oxford University Press, 2024

Reference 5

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This paper cites The rise of machine learning in the academic social sciences.AI & SOCIETY, 39(2):799–801, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The rise of machine learning in the academic social sciences.AI & SOCIETY, 39(2):799–801, 2024

Reference 6

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Observation b2c36360-0bd6-43d4-a596-dcc3a86832fc · outbound

This paper cites Incorporating machine learning into sociological model-building.Sociological Methodology, 54(2):217–268, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Incorporating machine learning into sociological model-building.Sociological Methodology, 54(2):217–268, 2024

Reference 7

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Observation afd3cdb5-3b4c-4640-84d0-73994850fa23 · outbound

This paper cites Researcher reasoning meets computational capacity: Machine learning for social science.Social science research, 108:102807, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Researcher reasoning meets computational capacity: Machine learning for social science.Social science research, 108:102807, 2022

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.376848Z

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Observation ed4eb823-4f9d-4af6-8bea-a52493998b9f · outbound

This paper cites Ai competitions as infrastructures of power in medical imaging.Information, Communication & Society, pages 1–22, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Ai competitions as infrastructures of power in medical imaging.Information, Communication & Society, pages 1–22, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.380795Z

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Observation 2baaad64-4ea5-4190-86db-098d2eb2df97 · outbound

This paper cites Koch and David Peterson.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Koch and David Peterson

Reference 10

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Observation 94c918cd-a02e-4f84-ac62-183e9f16ffc1 · outbound

This paper cites 50 years of data science.Journal of Computational and Graphical Statistics, 26(4):745–766, 2017.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy 50 years of data science.Journal of Computational and Graphical Statistics, 26(4):745–766, 2017

Reference 11

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This paper cites an unresolved cited work.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work

Reference 12

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Observation 8503248d-454b-43e0-9f23-2e18e0a45e52 · outbound

This paper cites The file drawer problem and tolerance for null results.Psychological bulletin, 86(3):638, 1979.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The file drawer problem and tolerance for null results.Psychological bulletin, 86(3):638, 1979

Reference 13

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Observation 124a0ff8-27ce-403a-9cf6-1b56c39f69ad · outbound

This paper cites Troubling trends in machine learning scholarship: Some ml papers suffer from flaws that could mislead the public and stymie future research.Queue, 17(1):45–77, 2019.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Troubling trends in machine learning scholarship: Some ml papers suffer from flaws that could mislead the public and stymie future research.Queue, 17(1):45–77, 2019

Reference 14

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Observation 0f706607-1b17-4fb8-a791-a4ed5dbb53ac · outbound

This paper cites Oxford University Press, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Oxford University Press, 2024

Reference 15

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Observation 5ca4177d-b71c-4181-85d4-1e1a476daf86 · outbound

This paper cites Princeton University Press, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Princeton University Press, 2022

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.409326Z

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Observation ed8af481-ca3a-4b67-a0cb-a200e050c508 · outbound

This paper cites What good is a regression? inference to the best explanation and the practice of political science research.The Journal of Politics, 87(4):000–000, 2025.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy What good is a regression? inference to the best explanation and the practice of political science research.The Journal of Politics, 87(4):000–000, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.413598Z

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Observation 69ff9e3c-26a8-4d36-a4c5-14fc5368747f · outbound

This paper cites Transcending general linear reality.Sociological theory, pages 169–186, 1988.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Transcending general linear reality.Sociological theory, pages 169–186, 1988

Reference 18

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Observation 3a543779-5f0b-4997-815e-4e8a7df25213 · outbound

This paper cites Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead.Nature machine intelligence, 1(5):206–215, 2019.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead.Nature machine intelligence, 1(5):206–215, 2019

Reference 19

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Observation f2032ab9-e737-413c-b0af-486c7f8334c1 · outbound

This paper cites Measuring the predictability of life outcomes with a scientific mass collaboration.Proceedings of the National Academy of Sciences, 117(15):8398–8403, 2020.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Measuring the predictability of life outcomes with a scientific mass collaboration.Proceedings of the National Academy of Sciences, 117(15):8398–8403, 2020

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.863070Z

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Observation c97d2f23-20cb-4668-be7a-3b35c0d381b3 · outbound

This paper cites Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty.Proceedings of the National Academy of Sciences, 119(44):e2203150119, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty.Proceedings of the National Academy of Sciences, 119(44):e2203150119, 2022

Reference 21

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Observation 834a270e-a803-4f8e-8863-53f346c2d93e · outbound

This paper cites Text mining for social science–the state and the future of computational text analysis in sociology.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Text mining for social science–the state and the future of computational text analysis in sociology

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.841030Z

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This paper cites Predictability hypotheses: A metatheoretical and methodological introduction.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Predictability hypotheses: A metatheoretical and methodological introduction

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.827768Z

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Observation e71e4a0f-c35f-4b35-8d16-1b9527124a43 · outbound

This paper cites Three families of automated text analysis.Social Science Research, 108:102798, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Three families of automated text analysis.Social Science Research, 108:102798, 2022

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.814129Z

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Observation b75c75a6-5028-414c-88d3-3648c8612c2e · outbound

This paper cites Computational grounded theory: A methodological framework.Sociological Methods & Research, 49(1):3–42, 2020.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Computational grounded theory: A methodological framework.Sociological Methods & Research, 49(1):3–42, 2020

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.800756Z

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Observation 989ebd5e-346e-427f-a104-113d5e668769 · outbound

This paper cites Wright Mills.The Sociological Imagination.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Wright Mills.The Sociological Imagination

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.786592Z

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Observation 6e867971-b3ec-4390-8891-360540fbeab0 · outbound

This paper cites an unresolved cited work.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work

Reference 27

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Observation e06de9ea-fa4d-42a0-9d92-bafc9d662cae · outbound

This paper cites The coming crisis of empirical sociology.Sociology, 41(5):885–899, 2007.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The coming crisis of empirical sociology.Sociology, 41(5):885–899, 2007

Reference 28

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Observation c243c1de-6c31-4ba1-b2d4-972c58044751 · outbound

This paper cites Critical questions for big data: Provocations for a cultural, technological, and scholarly phenomenon.Information, communication & society, 15(5):662–679, 2012.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Critical questions for big data: Provocations for a cultural, technological, and scholarly phenomenon.Information, communication & society, 15(5):662–679, 2012

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.746445Z

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Observation 17b2d5cd-15c6-4f59-98e9-30c2abc428f3 · outbound

This paper cites Harvard University Press, 1999.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harvard University Press, 1999

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.732636Z

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Observation aa10c26d-a5d1-4a93-b564-584312370e40 · outbound

This paper cites From ends to means: The promise of computational text analysis for theoretically driven sociological research.Sociological Methods & Research, 51(4):1469–1483, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy From ends to means: The promise of computational text analysis for theoretically driven sociological research.Sociological Methods & Research, 51(4):1469–1483, 2022

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.718777Z

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Observation 6dd58a16-76ed-411d-8abd-7f663d0776dc · outbound

This paper cites Computational social science and sociology.Annual review of sociology, 46(1):61–81, 2020.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Computational social science and sociology.Annual review of sociology, 46(1):61–81, 2020

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.704334Z

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Observation 3be14412-38b4-4075-92c8-d8e768a80b89 · outbound

This paper cites What is your estimand? defining the target quantity connects statistical evidence to theory.American Sociological Review, 86(3):532–565, 2021.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy What is your estimand? defining the target quantity connects statistical evidence to theory.American Sociological Review, 86(3):532–565, 2021

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.690391Z

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Observation d5596750-3e6c-4f65-8747-1f02689ba645 · outbound

This paper cites Harvard University Press, 1991.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harvard University Press, 1991

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.676895Z

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Observation e6c47c23-f681-48d1-a8ab-045909154895 · outbound

This paper cites Sociology in the era of big data: The ascent of forensic social science.The American Sociologist, 47:12–35, 2016.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Sociology in the era of big data: The ascent of forensic social science.The American Sociologist, 47:12–35, 2016

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.663981Z

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Observation 76e63b17-58e0-4025-9b39-0fe7a3250625 · outbound

This paper cites Data and its (dis) contents: A survey of dataset development and use in machine learning research.Patterns, 2(11), 2021.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Data and its (dis) contents: A survey of dataset development and use in machine learning research.Patterns, 2(11), 2021

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.649711Z

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Observation 468d5df2-2b22-4329-a188-13d9e23ed65d · outbound

This paper cites A synopsis of linguistic theory, 1930-1955.Studies in linguistic analysis, pages 10–32, 1957.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy A synopsis of linguistic theory, 1930-1955.Studies in linguistic analysis, pages 10–32, 1957

Reference 37

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Observation 8fa9f9b7-c0bd-40ee-87a3-15a57b1687a9 · outbound

This paper cites The geometry of culture: Analyzing the meanings of class through word embeddings.American Sociological Review, 84(5):905–949, 2019.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The geometry of culture: Analyzing the meanings of class through word embeddings.American Sociological Review, 84(5):905–949, 2019

Reference 38

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Observation 77597347-bc88-4140-b10a-9804cea890d1 · outbound

This paper cites Meaning in hyperspace: Word embeddings as tools for cultural measurement.Annual Review of Sociology, 51, 2025.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Meaning in hyperspace: Word embeddings as tools for cultural measurement.Annual Review of Sociology, 51, 2025

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.617270Z

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Observation 440d4ca3-8c59-4fb0-9b67-ae9c9792e34d · outbound

This paper cites Theoretical foundations and limits of word embeddings: what types of meaning can they capture?Sociological Methods & Research, 53(4):1753–1793, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Theoretical foundations and limits of word embeddings: what types of meaning can they capture?Sociological Methods & Research, 53(4):1753–1793, 2024

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.604207Z

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Observation 7cb701eb-8323-4d51-9928-73d156b5648a · outbound

This paper cites Distributed representations of words and phrases and their compositionality.Advances in neural information processing systems, 26, 2013.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Distributed representations of words and phrases and their compositionality.Advances in neural information processing systems, 26, 2013

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Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.509101Z

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Observation bfe2d4ae-5fd4-4b5e-a2d7-a4f9913f7f29 · outbound

This paper cites Glove: Global vectors for word representation.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Glove: Global vectors for word representation

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Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.512896Z

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Observation cf8e89d7-7373-4810-b222-2907070f9528 · outbound

This paper cites How the machine ‘thinks’: Understanding opacity in machine learning algorithms.Big data & society, 3(1):2053951715622512, 2016.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy How the machine ‘thinks’: Understanding opacity in machine learning algorithms.Big data & society, 3(1):2053951715622512, 2016

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.572365Z

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Observation c217b91a-ba8e-411a-95b1-b64f9efa89f2 · outbound

This paper cites Toward a sociology of machine learning explainability: Human–machine interaction in deep neural network-based automated trading.Big Data & Society, 9(2):20539517221111361, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Toward a sociology of machine learning explainability: Human–machine interaction in deep neural network-based automated trading.Big Data & Society, 9(2):20539517221111361, 2022

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.558034Z

Source-reported events for the cited work

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Observation 31b75aba-3a02-45d7-93cd-ba8f6d5b61e4 · outbound

This paper cites A threatening tone: Homicide, racial threat narratives, and the historical growth of incarceration in the united states, 1926–2016.Social Forces, page soad022, 2023.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy A threatening tone: Homicide, racial threat narratives, and the historical growth of incarceration in the united states, 1926–2016.Social Forces, page soad022, 2023

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.544121Z

Source-reported events for the cited work

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Observation 4c31c1f2-ff00-4e6a-b959-d0d56a0083ca · outbound

This paper cites Intersecting the academic gender gap: The education of lesbian, gay, and bisexual america.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Intersecting the academic gender gap: The education of lesbian, gay, and bisexual america

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.529839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b8edf3c1-0c1e-4c35-a97e-85075ad61038 · outbound

This paper cites From codebooks to promptbooks: Extracting information from text with generative large language models.Sociological Methods & Research, page 00491241251336794.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy From codebooks to promptbooks: Extracting information from text with generative large language models.Sociological Methods & Research, page 00491241251336794

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.515548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8317a4a8-a28c-4214-bff3-8d8a2438b836 · outbound

This paper cites The augmented social scientist: Using sequential transfer learning to annotate millions of texts with human-level accuracy.Sociological Methods & Research, 53(3):1167–1200, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The augmented social scientist: Using sequential transfer learning to annotate millions of texts with human-level accuracy.Sociological Methods & Research, 53(3):1167–1200, 2024

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.501554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f54949e6-6515-4df6-bdf6-5dddbcbd15e9 · outbound

This paper cites A primer on deep learning for causal inference.Sociological Methods & Research, page 00491241241234866.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy A primer on deep learning for causal inference.Sociological Methods & Research, page 00491241241234866

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.486994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 75b61cfb-3c86-4ded-a8a1-19bfde876d3b · outbound

This paper cites The mixed subjects design: Treating large language models as potentially informative observations.Sociological Methods & Research, page 00491241251326865.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The mixed subjects design: Treating large language models as potentially informative observations.Sociological Methods & Research, page 00491241251326865

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.472003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 23a99b65-33db-435c-bfc1-3aa4a4dadb06 · outbound

This paper cites Language models in sociological research: An application to classifying large administrative data and measuring religiosity.Sociological Methodology, 52(1):30–52, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Language models in sociological research: An application to classifying large administrative data and measuring religiosity.Sociological Methodology, 52(1):30–52, 2022

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.457197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 72c7a068-d4f5-4a6b-be73-05c136c2265c · outbound

This paper cites Automated hate speech detection and the problem of offensive language.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Automated hate speech detection and the problem of offensive language

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.554931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18189509-039e-4a9d-8cd4-ebcb6b774a2f · outbound

This paper cites Stoltz, and John Levi Martin.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Stoltz, and John Levi Martin

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.433602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ed18aa1-2e54-4c31-ba65-62eb69afd8a9 · outbound

This paper cites Berts are generative in-context learners.Advances in Neural Information Processing Systems, 37:2558–2589, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Berts are generative in-context learners.Advances in Neural Information Processing Systems, 37:2558–2589, 2024

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.421022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 93fc0a03-25cf-4b92-aaf7-c29f8b0f830c · outbound

This paper cites Large language models struggle to describe the haystack without human help: A social science-inspired evaluation of topic models.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Large language models struggle to describe the haystack without human help: A social science-inspired evaluation of topic models

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.408416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c7f016df-65ab-4543-b05b-57cd8b1777a0 · outbound

This paper cites Simple rules outperform machine learning for personnel selection: insights from the 3rd annual siop machine learning competition.Discover Artificial Intelligence, 3(1):2, 2023.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Simple rules outperform machine learning for personnel selection: insights from the 3rd annual siop machine learning competition.Discover Artificial Intelligence, 3(1):2, 2023

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.394334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e5e0fb70-5cb2-4014-9b64-11be6d0239db · outbound

This paper cites low-resource.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy low-resource

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.380831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 55966856-53b5-415b-a066-7bc081f67f7f · outbound

This paper cites Harper Business, 2019.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harper Business, 2019

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.367471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c2fc9082-8e61-43ef-ac9c-6701ecbeddfc · outbound

This paper cites Sociolectal analysis of pretrained language models.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Sociolectal analysis of pretrained language models

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.353165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 025bc182-93b8-494a-ba09-b9d54119966d · outbound

This paper cites Propaganda bias.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Propaganda bias

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.339162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 38b4736a-0dd5-4ccc-b33c-6138c44d4228 · outbound

This paper cites Facets of specialization and its relation to career success: An analysis of us sociology, 1980 to 2015.American Sociological Review, 86(6):1164–1192, 2021.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Facets of specialization and its relation to career success: An analysis of us sociology, 1980 to 2015.American Sociological Review, 86(6):1164–1192, 2021

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.324738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ced840b-ae5a-4c15-b119-1675a2c9ee94 · outbound

This paper cites A status-based model of market competition.American journal of sociology, 98(4):829–872, 1993.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy A status-based model of market competition.American journal of sociology, 98(4):829–872, 1993

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.308670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 492bcf8e-b78d-44c9-b7ca-43e9cfefa466 · outbound

This paper cites Princeton University Press, 1996.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Princeton University Press, 1996

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.294486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cc2de3b5-0d18-41e6-aca3-6862cc5bab38 · outbound

This paper cites Uncovering sociological effect heterogeneity using tree-based machine learning.Sociological Methodology, 51(2):189–223, 2021.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Uncovering sociological effect heterogeneity using tree-based machine learning.Sociological Methodology, 51(2):189–223, 2021

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.280591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d34285af-1e60-44b3-b97a-c5052e47ddb2 · outbound

This paper cites Correlated topic models.Advances in neural information processing systems, 18:147, 2006.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Correlated topic models.Advances in neural information processing systems, 18:147, 2006

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.266670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation aec47092-b677-45a5-ba68-46d2d7885a43 · outbound

This paper cites The development and psychometric properties of liwc2015.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The development and psychometric properties of liwc2015

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.252519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 40cbd8d0-63f0-4e82-8103-accf634c801f · outbound

This paper cites Latent dirichlet allocation.Journal of machine Learning research, 3(Jan):993–1022, 2003.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Latent dirichlet allocation.Journal of machine Learning research, 3(Jan):993–1022, 2003

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.619338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a90bef13-a297-48c0-948d-1a05ee6a84d1 · outbound

This paper cites Select number of topics for lda model.Available on: https://cran.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Select number of topics for lda model.Available on: https://cran

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.229243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 79af349e-19c0-4a9c-a5d8-a226ffac7de7 · outbound

This paper cites A density-based method for adaptive lda model selection.Neurocomputing, 72(7-9):1775–1781, 2009.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy A density-based method for adaptive lda model selection.Neurocomputing, 72(7-9):1775–1781, 2009

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.215415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ca204aa6-87ec-42d0-baf2-c5e3631f8c30 · outbound

This paper cites Finding scientific topics.Proceedings of the National academy of Sciences, 101(suppl 1):5228–5235, 2004.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Finding scientific topics.Proceedings of the National academy of Sciences, 101(suppl 1):5228–5235, 2004

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.200238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e9f3342b-327b-43d4-a0c8-c6771b44accf · outbound

This paper cites On finding the natural number of topics with latent dirichlet allocation: Some observations.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy On finding the natural number of topics with latent dirichlet allocation: Some observations

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.186107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 02fdb587-8eb4-4f2a-a8e4-c5c440bde05b · outbound

This paper cites Accurate and effective latent concept modeling for ad hoc information retrieval.Document numérique, 17(1):61–84, 2014.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Accurate and effective latent concept modeling for ad hoc information retrieval.Document numérique, 17(1):61–84, 2014

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.171963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4aed2e72-dd52-4f37-970d-1beecd87aa3d · outbound

This paper cites Social causation or social construction of suicide? an investigation into the social organization of official rates.American Sociological Review, pages 80–100, 1986.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Social causation or social construction of suicide? an investigation into the social organization of official rates.American Sociological Review, pages 80–100, 1986

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.157019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 609da3be-99a1-40e3-baf2-597c1913872e · outbound

This paper cites When small words foretell academic success: The case of college admissions essays.PloS one, 9(12):e115844, 2014.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy When small words foretell academic success: The case of college admissions essays.PloS one, 9(12):e115844, 2014

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.142735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b640fedc-f35b-43a0-a5a5-1c8bc0da2dab · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.653516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe3661e7-a681-4fdc-9901-a604826c3042 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.657498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94ef44d1-54de-439d-8c34-39272072a1e4 · outbound

This paper cites Xgboost: A scalable tree boosting system.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Xgboost: A scalable tree boosting system

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.661547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b468c95-fe72-45eb-b4d1-1bfc950eea83 · outbound

This paper cites Convolutional Neural Networks for Sentence Classification.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Convolutional Neural Networks for Sentence Classification

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.665841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69e1190d-a107-4c89-9dff-1b409f9c727f · outbound

This paper cites Torch.manual_seed(3407) is all you need: On the influence of random seeds in deep learning architectures for computer vision.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Torch.manual_seed(3407) is all you need: On the influence of random seeds in deep learning architectures for computer vision

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.670160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616338a6-22b1-46fa-9187-400deec146a8 · outbound

This paper cites Can generative ai improve social science?Proceedings of the National Academy of Sciences, 121(21):e2314021121, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Can generative ai improve social science?Proceedings of the National Academy of Sciences, 121(21):e2314021121, 2024

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.109436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4bce4d86-8bc3-4103-9bca-f68b3f0f9c9b · outbound

This paper cites Simulating subjects: The promise and peril of ai stand-ins for social agents and interactions.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Simulating subjects: The promise and peril of ai stand-ins for social agents and interactions

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.094339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 288edbbd-9713-4683-9517-fab74f2fc280 · outbound

This paper cites Out of one, many: Using language models to simulate human samples.Political Analysis, 31(3):337–351, 2023.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Out of one, many: Using language models to simulate human samples.Political Analysis, 31(3):337–351, 2023

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.683597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77278dd8-f8ac-43fa-a731-7b5aaf58032b · outbound

This paper cites In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.687797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7987e5fb-8211-48ff-9865-e7a8b47b9294 · outbound

This paper cites AI-Augmented Surveys: Leveraging Large Language Models and Surveys for Opinion Prediction.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy AI-Augmented Surveys: Leveraging Large Language Models and Surveys for Opinion Prediction

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.692214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 358a3a50-fc00-4438-9777-b9e8638e228a · outbound

This paper cites Whose opinions do language models reflect? InInternational Conference on Machine Learning, pages 29971–30004.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Whose opinions do language models reflect? InInternational Conference on Machine Learning, pages 29971–30004

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.071681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1d3f7ee9-dfe0-4a2a-a2da-8c69bef74d21 · outbound

This paper cites Cultural bias and cultural alignment of large language models.PNAS nexus, 3(9):pgae346, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Cultural bias and cultural alignment of large language models.PNAS nexus, 3(9):pgae346, 2024

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-04T21:10:32.700808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d0f5c0-be00-4a25-b2ac-e4029b86ce9d · outbound

This paper cites How to make causal inferences using texts.Science Advances, 8(42):eabg2652, 2022.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy How to make causal inferences using texts.Science Advances, 8(42):eabg2652, 2022

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.046816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6ea1a8f0-0add-418b-b635-d3ad979fdd68 · outbound

This paper cites they have black in their blood.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy they have black in their blood

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.032487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fe21732e-8139-4a63-8582-d4d5673a2e4a · outbound

This paper cites Generative ai meets open-ended survey responses: Research participant use of ai and homogenization.Sociological Methods & Research, page 00491241251327130, 2025.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Generative ai meets open-ended survey responses: Research participant use of ai and homogenization.Sociological Methods & Research, page 00491241251327130, 2025

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.017998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 677c8320-64d0-4b05-9345-4176875099ce · outbound

This paper cites Stereotypical gender associations in language have decreased over time.Sociological Science, 7:1–35, 2020.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Stereotypical gender associations in language have decreased over time.Sociological Science, 7:1–35, 2020

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:33.003260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ad81fe26-f96e-40c3-9a66-9fe6f11787cb · outbound

This paper cites an unresolved cited work.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-04T21:10:32.989512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32c7f465-876e-442d-80e9-623ee53897a2 · outbound

This paper cites Large language models, social demography, and hegemony: comparing authorship in human and synthetic text.Journal of Big Data, 11(1):138, 2024.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Large language models, social demography, and hegemony: comparing authorship in human and synthetic text.Journal of Big Data, 11(1):138, 2024

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.975433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e3e1052-277d-497d-8af6-480580c5591f · outbound

This paper cites Poor alignment and steerability of large language models: Evidence from college admission essays.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Poor alignment and steerability of large language models: Evidence from college admission essays

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.960141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 98b1ba4d-3e15-4327-b7f8-6ecedf8e332f · outbound

This paper cites Concept class analysis: A method for identifying cultural schemas in texts.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Concept class analysis: A method for identifying cultural schemas in texts

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.944431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation aadf6d05-665e-410b-9dea-3223c44100c7 · outbound

This paper cites Structural topic models for open-ended survey responses.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Structural topic models for open-ended survey responses

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.928091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8a6f923b-974f-495e-bcf8-fb5f0246616a · outbound

This paper cites Embedding regression: Models for context-specific description and inference.American Political Science Review, 117(4):1255–1274, 2023.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Embedding regression: Models for context-specific description and inference.American Political Science Review, 117(4):1255–1274, 2023

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.913197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 92853262-d96d-47cb-a76b-7c4853f4caae · outbound

This paper cites Model uncertainty in sociological research: An application to religion and economic growth.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Model uncertainty in sociological research: An application to religion and economic growth

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.898285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b5cff0a2-1160-419b-b7aa-38d9ac6c0f4c · outbound

This paper cites We ran 9 billion regressions: Eliminating false positives through computational model robustness.Sociological Methodology, 48(1):1–33, 2018.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy We ran 9 billion regressions: Eliminating false positives through computational model robustness.Sociological Methodology, 48(1):1–33, 2018

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T21:10:32.882793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2c4cd5b9-2794-4176-84f3-2cb57d8b0f38 · outbound

This paper cites Coping with plenitude: A computational approach to selecting the right algorithm.Sociological Methods & Research, 52(4):1838–1882, 2023.

Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Coping with plenitude: A computational approach to selecting the right algorithm.Sociological Methods & Research, 52(4):1838–1882, 2023

Reference 99

Resolution: malformed identifier; raw_fallback, observed 2026-08-04T21:10:32.867966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers