Quality assessment model for smartphone camera photo based on inception network with residual module and batch normalization. - Shuning Xu; Junbing Yan; Menghan Hu; Qingli Li; Jiantao Zhou 001 (ICME Workshops, 2020)

A new bio-inspired metric based on eye movement data for classifying ASD and typically developing children. - Shuning Xu; Junbing Yan; Menghan Hu (Signal Process. Image Commun., 2021)

Neuro-Symbolic Interpretable Collaborative Filtering for Attribute-based Recommendation. - Wei Zhang 056; Junbing Yan; Zhuo Wang 006; Jianyong Wang 001 (WWW, 2022)

From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language Models. - Junbing Yan; Chengyu Wang 001; Taolin Zhang 001; Xiaofeng He; Jun Huang 007; Wei Zhang (EMNLP (Findings), 2023)

UKT: A Unified Knowledgeable Tuning Framework for Chinese Information Extraction. - Jiyong Zhou; Chengyu Wang 001; Junbing Yan; Jianing Wang 002; Yukang Xie; Jun Huang 007; Ying Gao 004 (NLPCC (2), 2023)

Towards Better Parameter-Efficient Fine-Tuning for Large Language Models: A Position Paper. - Chengyu Wang 001; Junbing Yan; Wei Zhang; Jun Huang 007 (CoRR, 2023)

On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models. - Dongyang Li; Junbing Yan; Taolin Zhang 001; Chengyu Wang 001; Xiaofeng He; Longtao Huang; Hui Xue 001; Jun Huang 007 (ACL (Short Papers), 2024)

TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models. - Junbing Yan; Chengyu Wang 001; Taolin Zhang 001; Xiaofeng He; Jun Huang 007; Wei Zhang; Longtao Huang; Hui Xue 001 (LREC/COLING, 2024)

Making Small Language Models Better Multi-task Learners with Mixture-of-Task-Adapters. - Yukang Xie; Chengyu Wang 001; Junbing Yan; Jiyong Zhou; Feiqi Deng; Jun Huang 007 (WSDM, 2024)

Do Large Language Models Understand Logic or Just Mimick Context? - Junbing Yan; Chengyu Wang 001; Jun Huang 007; Wei Zhang (CoRR, 2024)

Training Small Reasoning LLMs with Cognitive Preference Alignment. - Wenrui Cai 001; Chengyu Wang 001; Junbing Yan; Jun Huang 007; Xiangzhong Fang (CoRR, 2025)

DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models. - Chengyu Wang 001; Junbing Yan; Yuanhao Yue; Jun Huang 007 (CoRR, 2025)

Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations. - Wenrui Cai 001; Chengyu Wang 001; Junbing Yan; Jun Huang 007; Xiangzhong Fang (CoRR, 2025)

EasyDistill: A Comprehensive Toolkit for Effective Knowledge Distillation of Large Language Models. - Chengyu Wang 001; Junbing Yan; Wenrui Cai 001; Yuanhao Yue; Jun Huang 007 (CoRR, 2025)