LLMMedium
Springer Nature Book 'Mastering Machine Learning: From Basics to Advanced' Reportedly Published With Numerous Purportedly Nonexistent or Incorrect Citations
- Occurred
- Apr 18, 2025
- Published
- Jun 30, 2025
- Source
- AI Incident Database
Summary
"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.
Developers
- Large language model developers
- Generative AI developers
Deployers
- Springer Nature
- Govindakumar Madhavan
Harmed parties
- Students
- Readers of academic and technical books
- Epistemic integrity
- Academic researchers
Classification
Category confidence: 90%
Severity confidence: 85%
Rationale: The incident involves LLM-generated hallucinations in academic citations within a published book.
Classifier: Qwen/Qwen3.5-35B-A3B-FP8