Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:10:32.753426Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 99 of 99 outbound references and 0 inbound Pith citation observations for arXiv:2509.08199.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:10:32.753426Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
99 of 99 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9ac35604-34c2-40e4-a410-9c483d585d4c · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Springer, 2009
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13dc3ce7-ce1a-44e0-a67f-3953fdf92733 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Springer, 2013
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bdab34f-b685-4858-b52d-6a5d6a329727 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 160e7993-de57-4697-8d85-ff580e9688e1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd625431-6b4c-4dd0-a5bc-7f0219713485 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Oxford University Press, 2024
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eeaa6f28-dffd-47f5-9c55-8d1e72a149f4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2c36360-0bd6-43d4-a596-dcc3a86832fc · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afd3cdb5-3b4c-4640-84d0-73994850fa23 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed4eb823-4f9d-4af6-8bea-a52493998b9f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2baaad64-4ea5-4190-86db-098d2eb2df97 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Koch and David Peterson
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94c918cd-a02e-4f84-ac62-183e9f16ffc1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 229012f9-8e00-4746-8aa2-0d80b03ccb92 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8503248d-454b-43e0-9f23-2e18e0a45e52 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 124a0ff8-27ce-403a-9cf6-1b56c39f69ad · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f706607-1b17-4fb8-a791-a4ed5dbb53ac · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Oxford University Press, 2024
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ca4177d-b71c-4181-85d4-1e1a476daf86 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Princeton University Press, 2022
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed8af481-ca3a-4b67-a0cb-a200e050c508 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69ff9e3c-26a8-4d36-a4c5-14fc5368747f · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Transcending general linear reality.Sociological theory, pages 169–186, 1988
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a543779-5f0b-4997-815e-4e8a7df25213 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2032ab9-e737-413c-b0af-486c7f8334c1 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c97d2f23-20cb-4668-be7a-3b35c0d381b3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 834a270e-a803-4f8e-8863-53f346c2d93e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a8cf288f-d7b9-47df-a703-12876acdbc79 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Predictability hypotheses: A metatheoretical and methodological introduction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e71e4a0f-c35f-4b35-8d16-1b9527124a43 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Three families of automated text analysis.Social Science Research, 108:102798, 2022
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b75c75a6-5028-414c-88d3-3648c8612c2e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 989ebd5e-346e-427f-a104-113d5e668769 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Wright Mills.The Sociological Imagination
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6e867971-b3ec-4390-8891-360540fbeab0 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e06de9ea-fa4d-42a0-9d92-bafc9d662cae · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c243c1de-6c31-4ba1-b2d4-972c58044751 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 17b2d5cd-15c6-4f59-98e9-30c2abc428f3 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harvard University Press, 1999
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aa10c26d-a5d1-4a93-b564-584312370e40 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6dd58a16-76ed-411d-8abd-7f663d0776dc · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3be14412-38b4-4075-92c8-d8e768a80b89 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d5596750-3e6c-4f65-8747-1f02689ba645 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harvard University Press, 1991
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e6c47c23-f681-48d1-a8ab-045909154895 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 76e63b17-58e0-4025-9b39-0fe7a3250625 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 468d5df2-2b22-4329-a188-13d9e23ed65d · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fa9f9b7-c0bd-40ee-87a3-15a57b1687a9 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77597347-bc88-4140-b10a-9804cea890d1 · outbound
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
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 440d4ca3-8c59-4fb0-9b67-ae9c9792e34d · outbound
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
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cb701eb-8323-4d51-9928-73d156b5648a · outbound
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
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfe2d4ae-5fd4-4b5e-a2d7-a4f9913f7f29 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Glove: Global vectors for word representation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf8e89d7-7373-4810-b222-2907070f9528 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c217b91a-ba8e-411a-95b1-b64f9efa89f2 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 31b75aba-3a02-45d7-93cd-ba8f6d5b61e4 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4c31c1f2-ff00-4e6a-b959-d0d56a0083ca · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Intersecting the academic gender gap: The education of lesbian, gay, and bisexual america
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b8edf3c1-0c1e-4c35-a97e-85075ad61038 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8317a4a8-a28c-4214-bff3-8d8a2438b836 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f54949e6-6515-4df6-bdf6-5dddbcbd15e9 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 75b61cfb-3c86-4ded-a8a1-19bfde876d3b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 23a99b65-33db-435c-bfc1-3aa4a4dadb06 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72c7a068-d4f5-4a6b-be73-05c136c2265c · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Automated hate speech detection and the problem of offensive language
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18189509-039e-4a9d-8cd4-ebcb6b774a2f · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Stoltz, and John Levi Martin
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2ed18aa1-2e54-4c31-ba65-62eb69afd8a9 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 93fc0a03-25cf-4b92-aaf7-c29f8b0f830c · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c7f016df-65ab-4543-b05b-57cd8b1777a0 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5e0fb70-5cb2-4014-9b64-11be6d0239db · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy low-resource
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55966856-53b5-415b-a066-7bc081f67f7f · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Harper Business, 2019
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c2fc9082-8e61-43ef-ac9c-6701ecbeddfc · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Sociolectal analysis of pretrained language models
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 025bc182-93b8-494a-ba09-b9d54119966d · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Propaganda bias
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 38b4736a-0dd5-4ccc-b33c-6138c44d4228 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ced840b-ae5a-4c15-b119-1675a2c9ee94 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 492bcf8e-b78d-44c9-b7ca-43e9cfefa466 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Princeton University Press, 1996
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cc2de3b5-0d18-41e6-aca3-6862cc5bab38 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d34285af-1e60-44b3-b97a-c5052e47ddb2 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aec47092-b677-45a5-ba68-46d2d7885a43 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy The development and psychometric properties of liwc2015
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 40cbd8d0-63f0-4e82-8103-accf634c801f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a90bef13-a297-48c0-948d-1a05ee6a84d1 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Select number of topics for lda model.Available on: https://cran
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79af349e-19c0-4a9c-a5d8-a226ffac7de7 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ca204aa6-87ec-42d0-baf2-c5e3631f8c30 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9f3342b-327b-43d4-a0c8-c6771b44accf · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 02fdb587-8eb4-4f2a-a8e4-c5c440bde05b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4aed2e72-dd52-4f37-970d-1beecd87aa3d · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 609da3be-99a1-40e3-baf2-597c1913872e · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b640fedc-f35b-43a0-a5a5-1c8bc0da2dab · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Bert: Pre-training of deep bidirectional transformers for language understanding
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe3661e7-a681-4fdc-9901-a604826c3042 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94ef44d1-54de-439d-8c34-39272072a1e4 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Xgboost: A scalable tree boosting system
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b468c95-fe72-45eb-b4d1-1bfc950eea83 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Convolutional Neural Networks for Sentence Classification
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69e1190d-a107-4c89-9dff-1b409f9c727f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 616338a6-22b1-46fa-9187-400deec146a8 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4bce4d86-8bc3-4103-9bca-f68b3f0f9c9b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 288edbbd-9713-4683-9517-fab74f2fc280 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77278dd8-f8ac-43fa-a731-7b5aaf58032b · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7987e5fb-8211-48ff-9865-e7a8b47b9294 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 358a3a50-fc00-4438-9777-b9e8638e228a · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1d3f7ee9-dfe0-4a2a-a2da-8c69bef74d21 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71d0f5c0-be00-4a25-b2ac-e4029b86ce9d · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ea1a8f0-0add-418b-b635-d3ad979fdd68 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy they have black in their blood
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe21732e-8139-4a63-8582-d4d5673a2e4a · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 677c8320-64d0-4b05-9345-4176875099ce · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad81fe26-f96e-40c3-9a66-9fe6f11787cb · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 32c7f465-876e-442d-80e9-623ee53897a2 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6e3e1052-277d-497d-8af6-480580c5591f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 98b1ba4d-3e15-4327-b7f8-6ecedf8e332f · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Concept class analysis: A method for identifying cultural schemas in texts
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aadf6d05-665e-410b-9dea-3223c44100c7 · outbound
Algorithmic Tradeoffs, Applied NLP, and the State-of-the-Art Fallacy Structural topic models for open-ended survey responses
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8a6f923b-974f-495e-bcf8-fb5f0246616a · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 92853262-d96d-47cb-a76b-7c4853f4caae · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b5cff0a2-1160-419b-b7aa-38d9ac6c0f4c · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2c4cd5b9-2794-4176-84f3-2cb57d8b0f38 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.