Foundation models for topic modeling: a case study

Han ZENG, Jia-Ming SUN, Chun-Shu LI, Zhuying LI, Tong WEI

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PDF(1177 KB)
Front. Comput. Sci. ›› 2025, Vol. 19 ›› Issue (2) : 192325. DOI: 10.1007/s11704-024-40069-7
Artificial Intelligence
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Foundation models for topic modeling: a case study

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Han ZENG, Jia-Ming SUN, Chun-Shu LI, Zhuying LI, Tong WEI. Foundation models for topic modeling: a case study. Front. Comput. Sci., 2025, 19(2): 192325 https://doi.org/10.1007/s11704-024-40069-7

References

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Pham C M, Hoyle A, Sun S, Iyyer M. Topicgpt: a prompt-based topic modeling framework. 2023, arXiv preprint arXiv: 2311.01449
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Bai J, Bai S, Chu Y, , . Qwen technical report. 2023, arXiv preprint arXiv: 2309.16609
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Li Z, Zhang X, Zhang Y, Long D, Xie P, Zhang M. Towards general text embeddings with multi-stage contrastive learning. 2023, arXiv preprint arXiv: 2308.03281
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McInnes L, Healy J, Saul N, Grossberger L. Umap: uniform manifold approximation and projection. The Journal of Open Source Software, 2018, 3( 29): 861

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The authors declare that they have no competing interests or financial conflicts to disclose.

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