The Imminent Risk of AI Data Dead Loops: Model Collapse and Content

With the proliferation of generative artificial intelligence (AI), especially large language models (LLMs), a new systemic risk emerges training models on data they or their predecessors have generated. This recursive learning loop, commonly known as

Authors

Institutions

Publication Details

Journal
International Journal of Science and Research (IJSR)
Published
2025-07-04
DOI
https://doi.org/10.21275/sr25629232330
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Imminent Risk of AI Data Dead Loops: Model Collapse and Content

K. K. Ramachandran
International Journal of Science and Research (IJSR)
Explainable Artificial Intelligence (XAI)
article

The Imminent Risk of AI Data Dead Loops: Model Collapse and Content

K. K. Ramachandran
article en

Abstract

With the proliferation of generative artificial intelligence (AI), especially large language models (LLMs), a new systemic risk emerges training models on data they or their predecessors have generated. This recursive learning loop, commonly known as

International Journal of Science and Research (IJSR)
PayPal (United States) (US)
Climate action
Openalex Percentile: Top 92%
Explainable Artificial Intelligence (XAI)
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The Imminent Risk of AI Data Dead Loops: Model Collapse and Content — K. K. Ramachandran · International Journal of Science and Research (IJSR) (2025) | TGRS Research Map | TGRS