Reasoning Externalization for Faithful Large Language Model Narratives of Stock Return Predictions
cs.AI, cs.CE
Submitted: 2026-09-30
Updated: 2026-10-06
Code: https://github.com/sugenre/reasoning-externalization-xai
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Sources
- Conditional Adversarial Fragility in Financial Machine Learning under Macroeconomic Stress
- Enhancing the Interpretability of SHAP Values Using Large Language Models
- Accurate Ensembles, Fragile Narratives: Multi-Scale Stacking and a Fidelity Audit of LLM-Generated Explanations for Credit Risk
- GroupSegment-SHAP: Shapley Value Explanations with Group-Segment Players for Multivariate Time Series
- Explanation Shift: How Did the Distribution Shift Impact the Model?
- Quality Without Usefulness: LLM-Generated XAI Narratives as Trust Heuristics Rather Than Decision Aids
- Financial Statement Analysis with Large Language Models
- Qwen3 Technical Report
- The Llama 3 Herd of Models
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