Sujian Li

116 papers · 2005–2026 · 14 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌍 Conference Polyglot (13) 🌈 Renaissance Researcher (10) 🐝 Cross-Pollinator (3) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (10) 🧭 Keyword Pioneer 🏃 Academic Marathon (20) 🌟 Keyword Trendsetter Combo (4) 🏠 Conference Loyalist (35) 🔬 Deep Specialist (12) 🏆 Keyword Champion (2) 🤝 Dynamic Duo (20) ⚡ Prolific Year (5) 💎 Century Club (115) 🗃️ Keyword Collector (353) ❓ The Questioner (3) 📈 Trend Setter 🔥 Unstoppable (14) 🚀 Conference Pioneer

Conferences

EMNLP (35) ACL (32) IJCNLP (17) COLING (15) NAACL (6) AACL (2) IJCAI (2) AAAI (1) CONLL (1) CVPR (1) EACL (1) ICLR (1) ICML (1) SEMEVAL (1)

Top co-authors

Houfeng Wang (20) Yifan Song (17) Wenhao Wu (17) Zhifang Sui (15) Wenjie Li (14) Baobao Chang (13) Dawei Zhu (12) Ziqiang Cao (11) Heng Ji (9) Dehong Ma (8)

Research topics

Linguistics (1)

Keywords

text generation (9) large language model (9) text classification (8) sequence-to-sequence model (6) contrastive learning (6) abstractive summarization (6) neural network (5) adversarial training (4) attention mechanism (4) sentiment classification (4) information retrieval (4) machine reading comprehension (4) continual learning (3) pre-trained language model (3) semi-supervised learning (3) question answering (3) language model (3) retrieval-augmented generation (3) natural language inference (3) data augmentation (3)

Papers

KNN-SSD: Enabling Dynamic Self-Speculative Decoding via Nearest Neighbor Layer Set Optimization EACL 2026

LongAttn: Selecting Long-context Training Data via Token-level Attention ACL 2025

The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism NAACL 2025

WIKIGENBENCH:Exploring Full-length Wikipedia Generation under Real-World Scenario COLING 2025

MPO: Boosting LLM Agents with Meta Plan Optimization EMNLP 2025

Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision EMNLP 2025

Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025

FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain EMNLP 2025

Hierarchical Memory Organization for Wikipedia Generation ACL 2025

ISR: Self-Refining Referring Expressions for Entity Grounding ACL 2025

VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models CVPR 2025

EERPD: Leveraging Emotion and Emotion Regulation for Improving Personality Detection COLING 2025

Exploring Fine-Grained Human Motion Video Captioning COLING 2025

More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression EMNLP 2025

Selecting Large Language Model to Fine-tune via Rectified Scaling Law ICML 2024

PoSE: Efficient Context Window Extension of LLMs via Positional Skip-wise Training ICLR 2024

Trial and Error: Exploration-Based Trajectory Optimization of LLM Agents ACL 2024

Watch Every Step! LLM Agent Learning via Iterative Step-level Process Refinement EMNLP 2024

LongEmbed: Extending Embedding Models for Long Context Retrieval EMNLP 2024

InstructEval: Instruction-Tuned Text Evaluator from Human Preference ACL 2024

CoUDA: Coherence Evaluation via Unified Data Augmentation NAACL 2024

FaGANet: An Evidence-Based Fact-Checking Model with Integrated Encoder Leveraging Contextual Information COLING 2024

AgentBank: Towards Generalized LLM Agents via Fine-Tuning on 50000+ Interaction Trajectories EMNLP 2024

Debiasing Generative Named Entity Recognition by Calibrating Sequence Likelihood ACL 2023

InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective EMNLP 2023

KBioXLM: A Knowledge-anchored Biomedical Multilingual Pretrained Language Model EMNLP 2023

Exploring In-Context Learning for Knowledge Grounded Dialog Generation EMNLP 2023

Rationale-Enhanced Language Models are Better Continual Relation Learners EMNLP 2023

WeCheck: Strong Factual Consistency Checker via Weakly Supervised Learning ACL 2023

Contrastive Bootstrapping for Label Refinement ACL 2023

ConFiguRe: Exploring Discourse-level Chinese Figures of Speech COLING 2022

Promoting Pre-trained LM with Linguistic Features on Automatic Readability Assessment AACL 2022

Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues ACL 2022

Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples ACL 2022

A Transition-based Method for Complex Question Understanding COLING 2022

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation EMNLP 2022

Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation EMNLP 2022

FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness EMNLP 2022

Consecutive Question Generation via Dynamic Multitask Learning EMNLP 2022

Promoting Pre-trained LM with Linguistic Features on Automatic Readability Assessment IJCNLP 2022

Low Resource Style Transfer via Domain Adaptive Meta Learning NAACL 2022

Do It Once: An Embarrassingly Simple Joint Matching Approach to Response Selection ACL 2021

Cross-Lingual Leveled Reading Based on Language-Invariant Features EMNLP 2021

Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting ACL 2021

Semi-Automatic Construction of Text-to-SQL Data for Domain Transfer IJCNLP 2021

Do It Once: An Embarrassingly Simple Joint Matching Approach to Response Selection IJCNLP 2021

BASS: Boosting Abstractive Summarization with Unified Semantic Graph IJCNLP 2021

Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting IJCNLP 2021

Semi-Automatic Construction of Text-to-SQL Data for Domain Transfer ACL 2021

BASS: Boosting Abstractive Summarization with Unified Semantic Graph ACL 2021

Syntax-Aware Graph Attention Network for Aspect-Level Sentiment Classification COLING 2020

A Robust Adversarial Training Approach to Machine Reading Comprehension AAAI 2020

Research on Discourse Parsing: from the Dependency View AACL 2020

Composing Elementary Discourse Units in Abstractive Summarization ACL 2020

Denoising based Sequence-to-Sequence Pre-training for Text Generation IJCNLP 2019

Beyond Word Attention: Using Segment Attention in Neural Relation Extraction IJCAI 2019

Text Level Graph Neural Network for Text Classification EMNLP 2019

Denoising based Sequence-to-Sequence Pre-training for Text Generation EMNLP 2019

Do NLP Models Know Numbers? Probing Numeracy in Embeddings EMNLP 2019

Text Level Graph Neural Network for Text Classification IJCNLP 2019

Tree-structured Decoding for Solving Math Word Problems IJCNLP 2019

Tree-structured Decoding for Solving Math Word Problems EMNLP 2019

Exploring Sequence-to-Sequence Learning in Aspect Term Extraction ACL 2019

Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension ACL 2019

Do NLP Models Know Numbers? Probing Numeracy in Embeddings IJCNLP 2019

Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification ACL 2018

Adaptations of ROUGE and BLEU to Better Evaluate Machine Reading Comprehension Task ACL 2018

Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization ACL 2018

Multi-Perspective Context Aggregation for Semi-supervised Cloze-style Reading Comprehension COLING 2018

Auto-Dialabel: Labeling Dialogue Data with Unsupervised Learning EMNLP 2018

Toward Fast and Accurate Neural Discourse Segmentation EMNLP 2018

Joint Learning for Targeted Sentiment Analysis EMNLP 2018

Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation NAACL 2018

SciDTB: Discourse Dependency TreeBank for Scientific Abstracts ACL 2018

Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification IJCNLP 2017

Learning to Rank Semantic Coherence for Topic Segmentation EMNLP 2017

A Two-Stage Parsing Method for Text-Level Discourse Analysis ACL 2017

Interactive Attention Networks for Aspect-Level Sentiment Classification IJCAI 2017

Cascading Multiway Attentions for Document-level Sentiment Classification IJCNLP 2017

PKU_ICL at SemEval-2017 Task 10: Keyphrase Extraction with Model Ensemble and External Knowledge SEMEVAL 2017

Capturing Argument Relationship for Chinese Semantic Role Labeling EMNLP 2016

RBPB: Regularization-Based Pattern Balancing Method for Event Extraction ACL 2016

Recognizing Implicit Discourse Relations via Repeated Reading: Neural Networks with Multi-Level Attention EMNLP 2016

Reading and Thinking: Re-read LSTM Unit for Textual Entailment Recognition COLING 2016

AttSum: Joint Learning of Focusing and Summarization with Neural Attention COLING 2016

News Stream Summarization using Burst Information Networks EMNLP 2016

Towards Time-Aware Knowledge Graph Completion COLING 2016

Joint Learning Templates and Slots for Event Schema Induction NAACL 2016

Encoding Temporal Information for Time-Aware Link Prediction EMNLP 2016

Bring you to the past: Automatic Generation of Topically Relevant Event Chronicles ACL 2015

Context-aware Entity Morph Decoding ACL 2015

Why Read if You Can Scan? Trigger Scoping Strategy for Biographical Fact Extraction NAACL 2015

Bring you to the past: Automatic Generation of Topically Relevant Event Chronicles IJCNLP 2015

Context-aware Entity Morph Decoding IJCNLP 2015

A Dependency-Based Neural Network for Relation Classification IJCNLP 2015

A Hierarchical Knowledge Representation for Expert Finding on Social Media IJCNLP 2015

Learning Summary Prior Representation for Extractive Summarization IJCNLP 2015

A Dependency-Based Neural Network for Relation Classification ACL 2015

A Hierarchical Knowledge Representation for Expert Finding on Social Media ACL 2015

Learning Summary Prior Representation for Extractive Summarization ACL 2015

Recognizing Textual Entailment Using Probabilistic Inference EMNLP 2015

Component-Enhanced Chinese Character Embeddings EMNLP 2015

Query-focused Multi-Document Summarization: Combining a Topic Model with Graph-based Semi-supervised Learning COLING 2014

Constructing Information Networks Using One Single Model EMNLP 2014

Joint Learning of Chinese Words, Terms and Keywords EMNLP 2014

Text-level Discourse Dependency Parsing ACL 2014

Evolutionary Hierarchical Dirichlet Process for Timeline Summarization ACL 2013

TopicSpam: a Topic-Model based approach for spam detection ACL 2013

Event-Based Time Label Propagation for Automatic Dating of News Articles EMNLP 2013

Joint Learning for Coreference Resolution with Markov Logic EMNLP 2012

Implicit Discourse Relation Recognition by Selecting Typical Training Examples COLING 2012

Update Summarization using a Multi-level Hierarchical Dirichlet Process Model COLING 2012

Constructing Chinese Abbreviation Dictionary: A Stacked Approach COLING 2012

Joint Learning for Coreference Resolution with Markov Logic CONLL 2012

A Semi-Supervised Key Phrase Extraction Approach: Learning from Title Phrases through a Document Semantic Network ACL 2010

Experiments of Ontology Construction with Formal Concept Analysis IJCNLP 2005