Shumin Deng

52 papers · 2018–2026 · 13 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (13) 🏃 Academic Marathon (7) 🐝 Cross-Pollinator (8) 🌈 Renaissance Researcher (7) 🗺️ Taxonomy Completionist (77) 🏆 Grand Slam 🤝 Dynamic Duo (46) 🏆 Keyword Champion 🧬 Topic Evolution ⚡ Prolific Year (12) 💎 Century Club (51) 📈 Trend Setter 🗃️ Keyword Collector (193) 🔥 Unstoppable (8) ❓ The Questioner (3)

Conferences

ACL (12) EMNLP (9) AAAI (6) COLING (4) ICLR (4) IJCNLP (4) NAACL (3) NIPS (3) IJCAI (2) SEMEVAL (2) AACL (1) ICCV (1) ICML (1)

Top co-authors

Ningyu Zhang (46) Huajun Chen (41) Fei Huang (13) Xiang Chen (13) Yunzhi Yao (13) Chuanqi Tan (8) Bryan Hooi (6) Mengru Wang (6) Wei Zhang (6) Zhen Bi (5)

Keywords

large language model (12) knowledge editing (7) event detection (5) language model (5) relation extraction (4) machine unlearning (3) knowledge transfer (3) model merging (3) information extraction (3) abstract meaning (3) few-shot learning (3) event extraction (3) negative augmentation (3) text classification (2) prompt learning (2) low-resource learning (2) contrastive learning (2) machine reading comprehension (2) model editing (2) reading comprehension (2)

Papers

KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks AAAI 2026

FlipAttack: Jailbreak LLMs via Flipping ICML 2025

ReLearn: Unlearning via Learning for Large Language Models ACL 2025

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms ACL 2025

How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training ACL 2025

ZJUKLAB at SemEval-2025 Task 4: Unlearning via Model Merging. ACL 2025

DnA-Eval: Enhancing Large Language Model Evaluation through Decomposition and Aggregation COLING 2025

Automating Steering for Safe Multimodal Large Language Models EMNLP 2025

CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners EMNLP 2025

Exploring Model Kinship for Merging Large Language Models EMNLP 2025

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation ICLR 2025

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents NAACL 2025

ZJUKLAB at SemEval-2025 Task 4: Unlearning via Model Merging. SEMEVAL 2025

Knowledge Editing for Large Language Models COLING 2024

Detoxifying Large Language Models via Knowledge Editing ACL 2024

Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View ACL 2024

Towards A Unified View of Answer Calibration for Multi-Step Reasoning ACL 2024

When Do Program-of-Thought Works for Reasoning? AAAI 2024

Knowledge Circuits in Pretrained Transformers NIPS 2024

Agent Planning with World Knowledge Model NIPS 2024

Knowledge Mechanisms in Large Language Models: A Survey and Perspective EMNLP 2024

Editing Conceptual Knowledge for Large Language Models EMNLP 2024

Reasoning with Language Model Prompting: A Survey ACL 2023

Editing Large Language Models IJCNLP 2023

Editing Large Language Models: Problems, Methods, and Opportunities EMNLP 2023

From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal ICCV 2023

Multimodal Analogical Reasoning over Knowledge Graphs ICLR 2023

Editing Large Language Models AACL 2023

SPEECH: Structured Prediction with Energy-Based Event-Centric Hyperspheres ACL 2023

Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction NAACL 2022

Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning NIPS 2022

Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners ICLR 2022

OntoProtein: Protein Pretraining With Gene Ontology Embedding ICLR 2022

Learning to Ask for Data-Efficient Event Argument Extraction (Student Abstract) AAAI 2022

LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting COLING 2022

Molecular Contrastive Learning with Chemical Element Knowledge Graph AAAI 2022

OntoED: Low-resource Event Detection with Ontology Embedding IJCNLP 2021

Contrastive Triple Extraction with Generative Transformer AAAI 2021

ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning ACL 2021

ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning IJCNLP 2021

MLBiNet: A Cross-Sentence Collective Event Detection Network IJCNLP 2021

OntoED: Low-resource Event Detection with Ontology Embedding ACL 2021

MLBiNet: A Cross-Sentence Collective Event Detection Network ACL 2021

ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning SEMEVAL 2021

Document-level Relation Extraction as Semantic Segmentation IJCAI 2021

Drop Redundant, Shrink Irrelevant: Selective Knowledge Injection for Language Pretraining IJCAI 2021

Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction COLING 2020

OpenUE: An Open Toolkit of Universal Extraction from Text EMNLP 2020

Summarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention EMNLP 2020

When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract) AAAI 2020

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks NAACL 2019

Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction EMNLP 2018