Improvement of Large Language Model with Applied Mathematics
A special issue of Mathematics (ISSN 2227-7390). This special issue belongs to the section "E1: Mathematics and Computer Science".
Deadline for manuscript submissions: 31 October 2025 | Viewed by 76
Special Issue Editor
Interests: computer vision; artificial intelligence; intelligent system; large language model
Special Issues, Collections and Topics in MDPI journals
Special Issue Information
Dear Colleagues,
Large language models (LLMs) have developed rapidly in recent years, demonstrating significant general capabilities across various domains. For example, LLMs have become a research hotspot in the domain knowledge of question answering (QA); multimodal LLMs have shown strong ability in motion recognition. However, issues such as response instability and hallucination caused by cognitive biases and knowledge deficiencies hindering the widespread application of LLMs.
Thus, this Special Issue is proposed to find a way to use applied mathematics, including probability theory, mathematical statistics, combinatorics, and set theory, which can enhance LLMs’ response stability and mitigate the hallucination phenomenon, which can release LLMs’ potential for future applications in industry.
Therefore, this Special Issue aims to provide an opportunity for researchers to publish their gifted theoretical and technological studies on applied mathematics in LLMs, as well as novel engineering applications.
Prof. Dr. Shuai Liu
Guest Editor
Manuscript Submission Information
Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.
Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematics is an international peer-reviewed open access semimonthly journal published by MDPI.
Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.
Keywords
- LLM
- mathematical analysis
- response instability
- knowledge hallucination
Benefits of Publishing in a Special Issue
- Ease of navigation: Grouping papers by topic helps scholars navigate broad scope journals more efficiently.
- Greater discoverability: Special Issues support the reach and impact of scientific research. Articles in Special Issues are more discoverable and cited more frequently.
- Expansion of research network: Special Issues facilitate connections among authors, fostering scientific collaborations.
- External promotion: Articles in Special Issues are often promoted through the journal's social media, increasing their visibility.
- Reprint: MDPI Books provides the opportunity to republish successful Special Issues in book format, both online and in print.
Further information on MDPI's Special Issue policies can be found here.
