Narrative Premia at a Global LLM Shock: Cross-Market Repricing of Corporate Disclosure in China and the United States

Around the January 27, 2025 DeepSeek attention date, we find that pre-shock STRICT LLM exposure is associated with CAR[−1,+1] of 0.090 in China A-shares and 0.025 in the United States. China’s board-demeaned CAR remains 0.091. Within-listing-board decompositions locate a firm-level association in China and a between-SIC2 sector-level association in the US, and Gelbach attribution assigns the US SIC2 change to industry. Date-benchmarked inference places China’s slope outside the pre-event distribution. Post-shock monthly slopes are near zero. China’s downside share flips positive and loads on policy/legal disclosure. Richardson investment residuals rise in China, and US operating cash flow co-moves with exposure.

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Publication Details

Journal
Emerging Markets Finance and Trade
Published
2026-10-14
DOI
https://doi.org/10.1080/1540496x.2026.2746475
Primary Topic
Financial Markets and Investment Strategies
Type
article
Field-Weighted Citation Impact
0.00
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article

Narrative Premia at a Global LLM Shock: Cross-Market Repricing of Corporate Disclosure in China and the United States

Lingteng Zeng
Emerging Markets Finance and Trade
Financial Markets and Investment Strategies
article

Narrative Premia at a Global LLM Shock: Cross-Market Repricing of Corporate Disclosure in China and the United States

Lingteng Zeng
article en

Abstract

Around the January 27, 2025 DeepSeek attention date, we find that pre-shock STRICT LLM exposure is associated with CAR[−1,+1] of 0.090 in China A-shares and 0.025 in the United States. China’s board-demeaned CAR remains 0.091. Within-listing-board decompositions locate a firm-level association in China and a between-SIC2 sector-level association in the US, and Gelbach attribution assigns the US SIC2 change to industry. Date-benchmarked inference places China’s slope outside the pre-event distribution. Post-shock monthly slopes are near zero. China’s downside share flips positive and loads on policy/legal disclosure. Richardson investment residuals rise in China, and US operating cash flow co-moves with exposure.

Emerging Markets Finance and Trade
Chinese University of Hong Kong (HK)
Openalex Percentile: Top 9%
Financial Markets and Investment Strategies
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