Junnan Zhu
27 papers · 2017–2026 · 8 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (45) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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Deep Specialist
(10)
π€
Dynamic Duo
(16)
π§¬
Topic Evolution
π
Keyword Champion
(8)
π§
Keyword Pioneer
π₯
Unstoppable Β· Silver
β
The Questioner
ποΈ
Keyword Collector
(124)
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Renaissance Researcher
(7)
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Century Club Β· Bronze
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Prolific Year Β· Productive
Top co-authors
Research topics
Natural Language Processing
(15)
Machine Learning
(14)
Artificial Intelligence
(11)
Core AI
(11)
Generation Β· Natural Language Processing
(11)
Deep Learning
(9)
Core Methods
(9)
Applications Β· Natural Language Processing
(7)
Learning Types Β· Deep Learning
(7)
Learning Types Β· Machine Learning
(6)
Computer Science
(3)
Computer Vision
(3)
Applications Β· Computer Science
(3)
Generation Β· Computer Vision
(3)
Resources & Methods
(3)
Keywords
multimodal summarization
(8)
dialogue summarization
(4)
text summarization
(4)
multi-task learning
(4)
large language model
(4)
abstractive summarization
(3)
image selection
(3)
text generation
(2)
neural machine translation
(2)
knowledge graph
(2)
machine translation
(2)
neural summarization
(2)
retrieval-augmented generation
(2)
cross-lingual summarization
(2)
neural network
(2)
information retrieval
(1)
domain adaptation
(1)
extractive summarization
(1)
few-shot learning
(1)
reinforcement learning
(1)
Papers
FocalOrder: Focal Preference Optimization for Reading Order Detection
ACL 2026
From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation
ACL 2026
GenProve: Learning to Generate Text with Fine-Grained Provenance
ACL 2026
MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis
ACL 2026
MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains
AAAI 2026
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering
EMNLP 2025
Pay More Attention to Images: Numerous Images-Oriented Multimodal Summarization
NAACL 2025
SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization
ACL 2025
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering
EMNLP 2025
TROVE: A Challenge for Fine-Grained Text Provenance via Source Sentence Tracing and Relationship Classification
ACL 2025
What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization
IJCNLP 2025
DIUSum: Dynamic Image Utilization for Multimodal Summarization
AAAI 2024
CFSum Coarse-to-Fine Contribution Network for Multimodal Summarization
ACL 2023
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
EMNLP 2023
Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions
ACL 2022
CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization
EMNLP 2021
Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch
ICLR 2021
Attend, Translate and Summarize: An Efficient Method for Neural Cross-Lingual Summarization
ACL 2020
Keywords-Guided Abstractive Sentence Summarization
AAAI 2020
Knowledge Graph Enhanced Neural Machine Translation via Multi-task Learning on Sub-entity Granularity
COLING 2020
Multimodal Sentence Summarization via Multimodal Selective Encoding
COLING 2020
Multimodal Summarization with Guidance of Multimodal Reference
AAAI 2020
NCLS: Neural Cross-Lingual Summarization
EMNLP 2019
Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization
COLING 2018
MSMO: Multimodal Summarization with Multimodal Output
EMNLP 2018
Multi-modal Sentence Summarization with Modality Attention and Image Filtering
IJCAI 2018
Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video
EMNLP 2017