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Systematic comparison of cross-language news effects

Investigate, via a systematic comparison, the differences between gold-related news articles written in different languages.

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Background

The paper proposes the Classify-and-Rethink (CAR) prompting framework using ChatGPT to score gold-related news and guide trading decisions. While the authors tested prompts in both Chinese and English and observed similar scoring outcomes, their dataset primarily comprises Chinese news items.

They explicitly note that they have not yet conducted a systematic comparison of news across different languages, leaving open whether cross-lingual differences in news content or presentation could affect analysis or outcomes.

References

However, we have yet to systematically compare the differences between news in different languages.

— Can ChatGPT Overcome Behavioral Biases in the Financial Sector? Classify-and-Rethink: Multi-Step Zero-Shot Reasoning in the Gold Investment (2411.13599 - Liu et al., 19 Nov 2024) in Discussion (Section 4)