APA (7th ed.) Citation

Xiao, Y., Li, Y., Chen, S., Barker, H., & Rad, R. (2025). Do you actually need an LLM? Rethinking language models for customer reviews analysis. Artificial Intelligence Review, 58(10), 1. https://doi.org/10.1007/s10462-025-11308-5

Chicago Style (17th ed.) Citation

Xiao, Yang, Yunke Li, Shaoyujie Chen, Hayden Barker, and Ryan Rad. "Do You Actually Need an LLM? Rethinking Language Models for Customer Reviews Analysis." Artificial Intelligence Review 58, no. 10 (2025): 1. https://doi.org/10.1007/s10462-025-11308-5.

MLA (9th ed.) Citation

Xiao, Yang, et al. "Do You Actually Need an LLM? Rethinking Language Models for Customer Reviews Analysis." Artificial Intelligence Review, vol. 58, no. 10, 2025, p. 1, https://doi.org/10.1007/s10462-025-11308-5.

Warning: These citations may not always be 100% accurate.