AJNS OPEN ACCESS

Academic Journal of Natural Science

ISSN:3078-5170 (print) | ISSN:3078-5189 (online) | Publication Frequency: Quarterly

Current Issue

All articles published in this issue have undergone a thorough peer review process, and stringent checks for repetition rates have been implemented to ensure the integrity of the content.

Total number of articles in this issue: 4
Total number of pages in this issue: 34

For inquiries regarding the content of specific articles, please feel free to contact the respective authors via their provided email addresses. For questions related to the journal itself, please reach out directly to SUAS Press.

Articles

Cross-modal Contrastive Learning for Robust Visual Representation in Dynamic Environmental Conditions

Authors: Xuzhong Jia;Chenyu Hu;Guancong Jia.
Abstract: This paper proposes a novel cross-modal contrastive learning framework for robust visual representation under dynamic environmental conditions. We address the challenge of maintaining consistent perfo...

A Technical Review of Sequence-to-Sequence Models

Authors: Tao Bo;Weiyi Li;Yue Liu.
Abstract: Seq2Seq models and their variants have become a mainstay of modern natural language processing and sequence modelling tasks. Just Information about Seq2Seq models. In this paper, we provide a comprehe...

Research on Text Classification Methods Based on Decision Trees: A Case Study on the Recognition of the Entity Category 'Position'

Authors: Qiming Xing;Yankuan Wang.
Abstract: This paper investigates the application of a decision tree model for the binary classification task of the 'Position' category on the CLUENER2020 dataset, aiming to provide a lightweight and efficient...

Data Contamination or Genuine Generalization? Disentangling LLM Performance on Benchmarks

Authors: Yui Ishikawa.
Abstract: Large language models (LLMs) achieve high benchmark performance, but whether this stems from genuine generalization or data contamination remains unclear. This paper proposes a three-tier framework to...
cc Copyright © 2025 The Author(s). Published by Southern United Academy of Sciences.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
JIEAS Journal
Table of Content
Issues 2026 - Volume 3
Issues 2025 - Volume 2
Issues 2024 - Volume 1

Persistent Identifiers

This journal is assigned the following persistent identifiers:

Abstracting and Indexing

This journal is indexed and abstracted by the following services:

Quality Assurance

To ensure the originality and academic integrity of submitted manuscripts, all articles undergo screening using:

Archiving Services

t

This journal uses the following services for long-term preservation.

Academic Journal of Natural Science (AJNS)
Published by Southern United Academy of Sciences Limited ISNI: 0000000512776460, operated by the Publications Division.