Springer Nature
Incidents involved as Deployer
Incidente 13081 Reporte
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
2025-04-18
"Mastering Machine Learning: From Basics to Advanced," published by Springer Nature in April 2025, reportedly contained numerous purportedly nonexistent or materially incorrect academic citations. Independent checks allegedly found that many referenced works did not exist or were misattributed, with multiple named researchers reportedly confirming they did not author the cited material. The pattern of errors has been described as consistent with known LLM citation hallucinations.
MásIncidente 13091 Reporte
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
2025-06-17
'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems,' published by Springer Nature in June 2025, reportedly contains numerous purportedly untraceable academic citations. Independent analyses by multiple researchers allegedly found that a substantial share of references in certain chapters could not be verified, including citations to journals that do not exist. Citation patterns reportedly appear consistent with known large language model hallucination behaviors.
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Unknown large language model developers
Incidents involved as Developer
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
Unknown generative AI developers
Incidents involved as Developer
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
students
Afectado por Incidentes
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
Epistemic integrity
Afectado por Incidentes
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
Academic researchers
Afectado por Incidentes
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
Unknown large language models
Incidents implicated systems
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations
Unknown generative AI systems
Incidents implicated systems
- Incidente 13081 Report
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Incidente 13091 Report
Springer Nature Book 'Social, Ethical and Legal Aspects of Generative AI: Tools, Techniques and Systems' Reportedly Published With Numerous Purportedly Fabricated or Unverifiable Citations