Author

Xue Li

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Preprint Oct 2026

From language-model stock rankings to testable economic rules: A computational audit

We test the stability, reproducibility and investment outcomes of language-model stock rankings. Four models and five numerical comparators share a portfolio engine over 72 monthly holding periods in the Shanghai Stock Exchange (SSE) 50, China Securities Index (CSI) 300 and CSI 500. Rankings use nine characteristics, a...

Shuai Wu, Xue Li, Zhijun Wang et al. · 0 citations

#artificial intelligence Preprint Apr 2026

An Inspectable LLM Council for Multi-Model Research Answer Aggregation

This work presents an inspectable LLM Council with two synthesis stages: an analyst organizes three independent candidate answers into a structured textual state, and a separately invoked writer composes the final response from the question and that state.

S. Wu, Xue Li, Yan Feng et al. · 2 citations

Jul 2026

Beyond Scale and Generation: Understanding Language Model-based Entity Matching

The factors underlying performance differences across matcher architectures are clarified and motivate future research and benchmark designs that better disentangle architectural choices from model-level factors while explicitly evaluating distribution shift and cross-dataset transferability.

Zeyu Zhang, Xue Li, Iacer Calixto et al. · arXiv.org · 0 citations