Beyond Sentiment: Structured Information Extraction from Financial News

arXiv:2607.28496 · cs.CL · Submitted 2026-07-30 · Read on arXiv

Daohan Zhu, Sitong Ge, Ruofei Wang, Honggu Chen, Yubo Hou, Tao Wan, Zengchang Qin

cs.CL

Submitted: 2026-07-30

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

Terminology

• XGBoost — 25× in this paper · explained in 3 episodes
• Decoupling — 15× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Feature Importance — 6× in this paper · explained in 2 episodes
• F1 Score — 4× in this paper · explained in 4 episodes
• AUROC — 3× in this paper · explained in 3 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Clarity — 2× in this paper · explained in 3 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Robustness — 2× in this paper · explained in 6 episodes
• BERT Model — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Contextual Understanding — 1× in this paper · explained in 3 episodes
• Evaluation Protocol — 1× in this paper · explained in 2 episodes
• Feature Extraction — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 14 episodes
• Hyperparameters — 1× in this paper · explained in 2 episodes
• Information Asymmetry — 1× in this paper · explained in 4 episodes
• Language Models (LLMs) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 9 episodes
• Mutual Information — 1× in this paper · explained in 2 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes

Sources

• FinBERT: Financial Sentiment Analysis with Pre-trained Language Models
• FNSPID: A Comprehensive Financial News Dataset in Time Series
• The Llama 3 Herd of Models
• Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models
• BloombergGPT: A Large Language Model for Finance
• The Wall Street Neophyte: A Zero-Shot Analysis of ChatGPT Over MultiModal Stock Movement Prediction Challenges

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