View in EDS HTML Full Text PDF Full Text

Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data.

Saved in:
Bibliographic Details
Title: Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data.
Authors: Castro-González, Leonardo1,2 (AUTHOR) leonardo.castrogonzalez@bristol.ac.uk, Chung, Yi-Ling1 (AUTHOR), Kirk, Hannah Rose1,3 (AUTHOR), Francis, John1 (AUTHOR), Williams, Angus R.1 (AUTHOR), Johansson, Pica1 (AUTHOR), Bright, Jonathan1,4 (AUTHOR)
Source: Sociological Methods & Research. Aug2026, Vol. 55 Issue 3, p877-924. 48p.
Database: Sociology Source Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: sxi
DbLabel: Sociology Source Ultimate
An: 194757769
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Castro-González%2C+Leonardo%22">Castro-González, Leonardo</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<i> leonardo.castrogonzalez@bristol.ac.uk</i><br /><searchLink fieldCode="AR" term="%22Chung%2C+Yi-Ling%22">Chung, Yi-Ling</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kirk%2C+Hannah+Rose%22">Kirk, Hannah Rose</searchLink><relatesTo>1,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Francis%2C+John%22">Francis, John</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Williams%2C+Angus+R%2E%22">Williams, Angus R.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Johansson%2C+Pica%22">Johansson, Pica</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Bright%2C+Jonathan%22">Bright, Jonathan</searchLink><relatesTo>1,4</relatesTo> (AUTHOR)
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Sociological+Methods+%26+Research%22">Sociological Methods & Research</searchLink>. Aug2026, Vol. 55 Issue 3, p877-924. 48p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=sxi&AN=194757769
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1177/00491241251340608
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 48
        StartPage: 877
    Titles:
      – TitleFull: Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Castro-González, Leonardo
      – PersonEntity:
          Name:
            NameFull: Chung, Yi-Ling
      – PersonEntity:
          Name:
            NameFull: Kirk, Hannah Rose
      – PersonEntity:
          Name:
            NameFull: Francis, John
      – PersonEntity:
          Name:
            NameFull: Williams, Angus R.
      – PersonEntity:
          Name:
            NameFull: Johansson, Pica
      – PersonEntity:
          Name:
            NameFull: Bright, Jonathan
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 08
              Text: Aug2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 00491241
          Numbering:
            – Type: volume
              Value: 55
            – Type: issue
              Value: 3
          Titles:
            – TitleFull: Sociological Methods & Research
              Type: main
ResultId 1