Anomalies in AI Outputs Beyond Input Data Quality: The Significance of Reasoning

Javier Arévalo-Royo, Óscar Martín, Eduardo Martínez-Cámara, Francisco-Javier Flor-Montalvo, Julio Blanco-Fernández

Open source

DOI
10.3390/app16115491
Published
2026-06-01
Container
Applied Sciences
Publisher
MDPI AG
Open access
unknown

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BibTeX

@article{allodium:10.3390/app16115491,
  title = {Anomalies in AI Outputs Beyond Input Data Quality: The Significance of Reasoning},
  author = {Javier Arévalo-Royo and Óscar Martín and Eduardo Martínez-Cámara and Francisco-Javier Flor-Montalvo and Julio Blanco-Fernández},
  year = {2026},
  journal = {Applied Sciences},
  doi = {10.3390/app16115491},
  url = {https://doi.org/10.3390/app16115491}
}

RIS

TY  - JOUR
TI  - Anomalies in AI Outputs Beyond Input Data Quality: The Significance of Reasoning
AU  - Javier Arévalo-Royo
AU  - Óscar Martín
AU  - Eduardo Martínez-Cámara
AU  - Francisco-Javier Flor-Montalvo
AU  - Julio Blanco-Fernández
PY  - 2026
JO  - Applied Sciences
DO  - 10.3390/app16115491
UR  - https://doi.org/10.3390/app16115491
ER  - 

APA

Arévalo-Royo, J., Martín, Ó., Martínez-Cámara, E., Flor-Montalvo, F., & Blanco-Fernández, J. (2026). Anomalies in AI Outputs Beyond Input Data Quality: The Significance of Reasoning. Applied Sciences. https://doi.org/10.3390/app16115491

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