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ECB perception of non-banks: a machine learning-based approach

A fine-tuned language model reveals the ECB holds predominantly negative views of non-banks since the financial crisis, driven by stability and regulatory concerns.

Featured in No. 139 on 13 Nov 2026 · 1 day after release

Clusters of Positive and Negative Topics Discussed in ECB-NBFI Per- ception Index over Time
Figure 5: Clusters of Positive and Negative Topics Discussed in ECB-NBFI Per- ception Index over Time
Released
12 Nov 2026
First featured
No. 139 · 13 Nov 2026
Published in
Not yet, as far as Semantic Scholar knows
Fanfare
2 of 5
Identifier
RePEc:ecb:ecbwps:20263304
Authors
Anisa Tiza Mimun and Ami Dalloul

Citations and venue from Semantic Scholar (ODC-BY), refreshed weekly. Summary: Quant Letter (CC BY 4.0).

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