Reliable Financial Named Entity Recognition Under Domain Shift: Confidence Estimation and Selective Prediction

arXiv:2608.19558 · cs.CL · Submitted 2026-08-20 · Read on arXiv

cs.CL

Submitted: 2026-08-20

Updated: 2026-08-26

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Consistency — 2× in this paper · explained in 3 episodes
• Self-consistency — 2× in this paper · explained in 2 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Distribution Shift — 1× in this paper · explained in 6 episodes
• Domain Shift — 1× in this paper · explained in 4 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Named Entity Recognition (NER) — 1× in this paper · explained in 2 episodes

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