Junnan Zhu

54 papers A* 11A 1B 3Journal 27Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
BayesRAG: Probabilistic Mutual Evidence Corroboration for Multimodal Retrieval-Augmented Generation.
CoRR
Xuan Li, Yining Wang, Haocai Luo, Shengping Liu, Jerry Liang, Ying Fu, Weihuang, Jun Yu, Junnan Zhu
2026 J jnl
FocalOrder: Focal Preference Optimization for Reading Order Detection.
CoRR
Fuyuan Liu, Dianyu Yu, He Ren, Nayu Liu, Xiaomian Kang, Delai Qiu, Fa Zhang, Genpeng Zhen, Shengping Liu, Jiaen Liang, Wei Huang, Yining Wang, Junnan Zhu
2026 J jnl
GenProve: Learning to Generate Text with Fine-Grained Provenance.
CoRR
Jingxuan Wei, Xingyue Wang, Yanghaoyu Liao, Jie Dong, Yuchen Liu, Caijun Jia, Bihui Yu, Junnan Zhu
2026 A* conf
MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains.
AAAI
Kaiwen Wei, Rui Shan, Dongsheng Zou, Jianzhong Yang, Bi Zhao, Junnan Zhu, Jiang Zhong
2026 J jnl
MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis.
CoRR
Xiao Sun, Yuming Yang, Junnan Zhu, Jiang Zhong, Xinyu Zhou, Kaiwen Wei
2026 J jnl
PARL: Position-Aware Relation Learning Network for Document Layout Analysis.
CoRR
Fuyuan Liu, Dianyu Yu, He Ren, Nayu Liu, Xiaomian Kang, Delai Qiu, Fa Zhang, Genpeng Zhen, Shengping Liu, Jiaen Liang, Wei Huang, Yining Wang, Junnan Zhu
2026 J jnl
The Trinity of Consistency as a Defining Principle for General World Models.
CoRR
Jingxuan Wei, Siyuan Li, Yuhang Xu, Zheng Sun, Junjie Jiang, Hexuan Jin, Caijun Jia, Honghao He, Xinglong Xu, Xi Bai, Chang Yu, Yumou Liu, Junnan Zhu, Xuanhe Zhou, Jintao Chen, Xiaobin Hu, Shancheng Pang, Bihui Yu, Ran He, Zhen Lei, Stan Z. Li, Conghui He, Shuicheng Yan, Cheng Tan
2025 A* conf
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering.
EMNLP
Jingxuan Wei, Nan Xu, Junnan Zhu, Haoyanni, Gaowei Wu, Qi Chen, Bihui Yu, Lei Wang
2025 J jnl
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering.
CoRR
Jingxuan Wei, Nan Xu, Junnan Zhu, Yanni Hao, Gaowei Wu, Bihui Yu, Lei Wang
2025 J jnl
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering.
CoRR
Caijun Jia, Nan Xu, Jingxuan Wei, Qingli Wang, Lei Wang, Bihui Yu, Junnan Zhu
2025 J jnl
Context-Adaptive Synthesis and Compression for Enhanced Retrieval-Augmented Generation in Complex Domains.
CoRR
Peiran Zhou, Junnan Zhu, Yichen Shen, Ruoxi Yu
2025 J jnl
From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation.
CoRR
Kaiwen Wei, Kejun He, Xiaomian Kang, Jie Zhang, Yuming Yang, Jiang Zhong, He Bai, Junnan Zhu
2025 J jnl
MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains.
CoRR
Kaiwen Wei, Rui Shan, Dongsheng Zou, Jianzhong Yang, Bi Zhao, Junnan Zhu, Jiang Zhong
2025 — conf
Pay More Attention to Images: Numerous Images-Oriented Multimodal Summarization.
NAACL (Long Papers)
Min Xiao, Junnan Zhu, Feifei Zhai, Chengqing Zong, Yu Zhou
2025 — conf
SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization.
ACL (1)
Nayu Liu, Junnan Zhu, Yiming Ma, Zhicong Lu, Wenlei Xu, Yong Yang, Jiang Zhong, Kaiwen Wei
2025 — conf
TROVE: A Challenge for Fine-Grained Text Provenance via Source Sentence Tracing and Relationship Classification.
ACL (1)
Junnan Zhu, Min Xiao, Yining Wang, Feifei Zhai, Yu Zhou, Chengqing Zong
2025 J jnl
TROVE: A Challenge for Fine-Grained Text Provenance via Source Sentence Tracing and Relationship Classification.
CoRR
Junnan Zhu, Min Xiao, Yining Wang, Feifei Zhai, Yu Zhou, Chengqing Zong
2025 A* conf
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering.
EMNLP
Junnan Zhu, Jingyi Wang, Bohan Yu, Xiaoyu Wu, Junbo Li, Lei Wang, Nan Xu
2025 J jnl
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering.
CoRR
Junnan Zhu, Jingyi Wang, Bohan Yu, Xiaoyu Wu, Junbo Li, Lei Wang, Nan Xu
2025 — conf
What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization.
IJCNLP-AACL (long papers)
Weixiao Zhou, Junnan Zhu, Gengyao Li, Xianfu Cheng, Xinnian Liang, Feifei Zhai, Zhoujun Li
2025 J jnl
What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization.
CoRR
Weixiao Zhou, Junnan Zhu, Gengyao Li, Xianfu Cheng, Xinnian Liang, Feifei Zhai, Zhoujun Li
2024 A conf
A Hybrid Approach towards Chinese Spelling and Splitting Error Correction.
ECAI
Junhong Liang, Junnan Zhu, Feifei Zhai, Nanchang Cheng, Chengqing Zong, Yu Zhou
2024 A* conf
DIUSum: Dynamic Image Utilization for Multimodal Summarization.
AAAI
Min Xiao, Junnan Zhu, Feifei Zhai, Yu Zhou, Chengqing Zong
2023 — conf
CFSum Coarse-to-Fine Contribution Network for Multimodal Summarization.
ACL (1)
Min Xiao, Junnan Zhu, Haitao Lin, Yu Zhou, Chengqing Zong
2023 J jnl
CFSum: A Coarse-to-Fine Contribution Network for Multimodal Summarization.
CoRR
Min Xiao, Junnan Zhu, Haitao Lin, Yu Zhou, Chengqing Zong
2023 — conf
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization.
EMNLP (Findings)
Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu, Feifei Zhai, Zhoujun Li
2023 J jnl
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization.
CoRR
Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu, Feifei Zhai, Zhoujun Li
2023 J jnl
Topic-Oriented Dialogue Summarization.
IEEE ACM Trans. Audio Speech Lang. Process.
Haitao Lin, Junnan Zhu, Lu Xiang, Feifei Zhai, Yu Zhou, Jiajun Zhang, Chengqing Zong
2023 J jnl
Zero-shot language extension for dialogue state tracking via pre-trained models and multi-auxiliary-tasks fine-tuning.
Knowl. Based Syst.
Lu Xiang, Yang Zhao, Junnan Zhu, Yu Zhou, Chengqing Zong
2022 J jnl
Life-long Learning for Multilingual Neural Machine Translation with Knowledge Distillation.
CoRR
Yang Zhao, Junnan Zhu, Lu Xiang, Jiajun Zhang, Yu Zhou, Feifei Zhai, Chengqing Zong
2022 — conf
Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions.
ACL (1)
Haitao Lin, Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang, Chengqing Zong
2022 J jnl
Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions.
CoRR
Haitao Lin, Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang, Chengqing Zong
2021 — conf
CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization.
EMNLP (1)
Haitao Lin, Liqun Ma, Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang, Chengqing Zong
2021 J jnl
CSDS: A Fine-grained Chinese Dataset for Customer Service Dialogue Summarization.
CoRR
Haitao Lin, Liqun Ma, Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang, Chengqing Zong
2021 J jnl
Graph-based Multimodal Ranking Models for Multimodal Summarization.
ACM Trans. Asian Low Resour. Lang. Inf. Process.
Junnan Zhu, Lu Xiang, Yu Zhou, Jiajun Zhang, Chengqing Zong
2021 A* conf
Learning N: M Fine-grained Structured Sparse Neural Networks From Scratch.
ICLR
Aojun Zhou, Yukun Ma, Junnan Zhu, Jianbo Liu, Zhijie Zhang, Kun Yuan, Wenxiu Sun, Hongsheng Li
2021 J jnl
Learning N: M Fine-grained Structured Sparse Neural Networks From Scratch.
CoRR
Aojun Zhou, Yukun Ma, Junnan Zhu, Jianbo Liu, Zhijie Zhang, Kun Yuan, Wenxiu Sun, Hongsheng Li
2021 J jnl
Robust Cross-lingual Task-oriented Dialogue.
ACM Trans. Asian Low Resour. Lang. Inf. Process.
Lu Xiang, Junnan Zhu, Yang Zhao, Yu Zhou, Chengqing Zong
2021 — conf
Zero-Shot Deployment for Cross-Lingual Dialogue System.
NLPCC (2)
Lu Xiang, Yang Zhao, Junnan Zhu, Yu Zhou, Chengqing Zong
2020 A* conf
Attend, Translate and Summarize: An Efficient Method for Neural Cross-Lingual Summarization.
ACL
Junnan Zhu, Yu Zhou, Jiajun Zhang, Chengqing Zong
2020 J jnl
Bridging the Modality Gap for Speech-to-Text Translation.
CoRR
Yuchen Liu, Junnan Zhu, Jiajun Zhang, Chengqing Zong
2020 A* conf
Keywords-Guided Abstractive Sentence Summarization.
AAAI
Haoran Li, Junnan Zhu, Jiajun Zhang, Chengqing Zong, Xiaodong He
2020 B conf
Knowledge Graph Enhanced Neural Machine Translation via Multi-task Learning on Sub-entity Granularity.
COLING
Yang Zhao, Lu Xiang, Junnan Zhu, Jiajun Zhang, Yu Zhou, Chengqing Zong
2020 B conf
Multimodal Sentence Summarization via Multimodal Selective Encoding.
COLING
Haoran Li, Junnan Zhu, Jiajun Zhang, Xiaodong He, Chengqing Zong
2020 A* conf
Multimodal Summarization with Guidance of Multimodal Reference.
AAAI
Junnan Zhu, Yu Zhou, Jiajun Zhang, Haoran Li, Chengqing Zong, Changliang Li
2019 — conf
NCLS: Neural Cross-Lingual Summarization.
EMNLP/IJCNLP (1)
Junnan Zhu, Qian Wang, Yining Wang, Yu Zhou, Jiajun Zhang, Shaonan Wang, Chengqing Zong
2019 J jnl
NCLS: Neural Cross-Lingual Summarization.
CoRR
Junnan Zhu, Qian Wang, Yining Wang, Yu Zhou, Jiajun Zhang, Shaonan Wang, Chengqing Zong
2019 J jnl
Read, Watch, Listen, and Summarize: Multi-Modal Summarization for Asynchronous Text, Image, Audio and Video.
IEEE Trans. Knowl. Data Eng.
Haoran Li, Junnan Zhu, Cong Ma, Jiajun Zhang, Chengqing Zong
2018 B conf
Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization.
COLING
Haoran Li, Junnan Zhu, Jiajun Zhang, Chengqing Zong
2018 A* conf
MSMO: Multimodal Summarization with Multimodal Output.
EMNLP
Junnan Zhu, Haoran Li, Tianshang Liu, Yu Zhou, Jiajun Zhang, Chengqing Zong
2018 A* conf
Multi-modal Sentence Summarization with Modality Attention and Image Filtering.
IJCAI
Haoran Li, Junnan Zhu, Tianshang Liu, Jiajun Zhang, Chengqing Zong
2018 — conf
Review Headline Generation with User Embedding.
CCL
Tianshang Liu, Haoran Li, Junnan Zhu, Jiajun Zhang, Chengqing Zong
2017 — conf
Augmenting Neural Sentence Summarization Through Extractive Summarization.
NLPCC
Junnan Zhu, Long Zhou, Haoran Li, Jiajun Zhang, Yu Zhou, Chengqing Zong
2017 A* conf
Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video.
EMNLP
Haoran Li, Junnan Zhu, Cong Ma, Jiajun Zhang, Chengqing Zong