Jingbo Shang

102 papers · 2018–2025 · 11 conferences · across top CS/AI conferences

Achievements

🌈 Renaissance Researcher (10) 🌍 Conference Polyglot (11) 🏃 Academic Marathon (7) 🐝 Cross-Pollinator (13) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (15) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏠 Conference Loyalist (43) 🤝 Dynamic Duo (19) 👑 Triple Crown 🏆 Grand Slam 🔬 Deep Specialist (17) 🏆 Keyword Champion (9) ⚡ Prolific Year (19) ❓ The Questioner (3) 🗃️ Keyword Collector (402) 📈 Trend Setter 🔥 Unstoppable (8) 💎 Century Club (102)

Conferences

EMNLP (43) ACL (28) ICLR (8) NAACL (6) ICML (4) AAAI (3) IJCNLP (3) NIPS (3) IJCAI (2) COLING (1) ICCV (1)

Top co-authors

Zihan Wang (19) Zilong Wang (14) Dheeraj Mekala (13) Chengyu Dong (13) Letian Peng (11) Liyuan Liu (11) Jiawei Han (9) Julian McAuley (9) Dezhi Hong (7) Jiacheng Li (7)

Keywords

large language model (17) text classification (15) named entity recognition (10) weak supervision (9) few-shot learning (9) weakly supervised learning (9) representation learning (8) language model (6) multimodal learning (6) zero-shot learning (6) transfer learning (6) contrastive learning (6) prompt engineering (5) relation extraction (5) text generation (5) instruction tuning (4) zero-shot classification (4) instruction following (4) domain adaptation (4) pseudo labeling (4)

Papers

ALERT: An LLM-powered Benchmark for Automatic Evaluation of Recommendation Explanations NAACL 2025

Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning EMNLP 2025

CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025

VeriLocc: End-to-End Cross-Architecture Register Allocation via LLM EMNLP 2025

Train a Unified Multimodal Data Quality Classifier with Synthetic Data EMNLP 2025

Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent EMNLP 2025

ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation EMNLP 2025

The Price of Format: Diversity Collapse in LLMs EMNLP 2025

Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics EMNLP 2025

Can Language Models Follow Multiple Turns of Entangled Instructions? EMNLP 2025

Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM’s Nest ACL 2025

Direct Prompt Optimization with Continuous Representations ACL 2025

Self-Taught Agentic Long Context Understanding ACL 2025

Correlation and Navigation in the Vocabulary Key Representation Space of Language Models ICLR 2025

Vector-ICL: In-context Learning with Continuous Vector Representations ICLR 2025

Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting ICLR 2025

OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models ICLR 2025

ZeroHAR: Sensor Context Augments Zero-Shot Wearable Action Recognition AAAI 2025

Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction NAACL 2025

Smaller Language Models are capable of selecting Instruction-Tuning Training Data for Larger Language Models ACL 2024

Stronger, Lighter, Better: Towards Life-Long Attribute Value Extraction for E-Commerce Products ACL 2024

MiDRED: An Annotated Corpus for Microbiome Knowledge Base Construction ACL 2024

Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image Manipulation COLING 2024

MEMORYLLM: Towards Self-Updatable Large Language Models ICML 2024

Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification EMNLP 2024

Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding ICLR 2024

Fast-ELECTRA for Efficient Pre-training ICLR 2024

READ: Improving Relation Extraction from an ADversarial Perspective NAACL 2024

DOCMASTER: A Unified Platform for Annotation, Training, & Inference in Document Question-Answering NAACL 2024

TOOLVERIFIER: Generalization to New Tools via Self-Verification EMNLP 2024

Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision EMNLP 2024

CloudSheep System for WMT24 Discourse-Level Literary Translation EMNLP 2024

Large Language Models for Time Series: A Survey IJCAI 2024

UniMTS: Unified Pre-training for Motion Time Series NIPS 2024

Quantifying and Optimizing Global Faithfulness in Persona-driven Role-playing NIPS 2024

Incubating Text Classifiers Following User Instruction with Nothing but LLM EMNLP 2024

Open-world Multi-label Text Classification with Extremely Weak Supervision EMNLP 2024

Toward Student-oriented Teacher Network Training for Knowledge Distillation ICLR 2024

Data Contamination Can Cross Language Barriers EMNLP 2024

Answer is All You Need: Instruction-following Text Embedding via Answering the Question ACL 2024

Learn from Failure: Fine-tuning LLMs with Trial-and-Error Data for Intuitionistic Propositional Logic Proving ACL 2024

Can LLMs Learn from Previous Mistakes? Investigating LLMs’ Errors to Boost for Reasoning ACL 2024

Beyond Scaling: Predicting Patent Approval with Domain-specific Fine-grained Claim Dependency Graph ACL 2024

Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024

Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step by Step ACL 2024

Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs ACL 2024

Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs ACL 2023

Retrieval-Augmented Parsing for Complex Graphs by Exploiting Structure and Uncertainty EMNLP 2023

SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank EMNLP 2023

Less than One-shot: Named Entity Recognition via Extremely Weak Supervision EMNLP 2023

ClusterLLM: Large Language Models as a Guide for Text Clustering EMNLP 2023

Learning Concise and Descriptive Attributes for Visual Recognition ICCV 2023

On Compositional Uncertainty Quantification for Seq2seq Graph Parsing ICLR 2023

PrimeNet: Pre-training for Irregular Multivariate Time Series AAAI 2023

Towards Open-World Product Attribute Mining: A Lightly-Supervised Approach ACL 2023

A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches ACL 2023

PV2TEA: Patching Visual Modality to Textual-Established Information Extraction ACL 2023

Open-world Semi-supervised Generalized Relation Discovery Aligned in a Real-world Setting EMNLP 2023

Towards Zero-shot Relation Extraction in Web Mining: A Multimodal Approach with Relative XML Path EMNLP 2023

ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation EMNLP 2023

Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification EMNLP 2023

Minimally Supervised Contextual Inference from Human Mobility: An Iterative Collaborative Distillation Framework IJCAI 2023

Goal-Driven Explainable Clustering via Language Descriptions EMNLP 2023

Gradient-based Wang-Landau Algorithm: A Novel Sampler for Output Distribution of Neural Networks over the Input Space ICML 2023

Understand and Modularize Generator Optimization in ELECTRA-style Pretraining ICML 2023

Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition EMNLP 2022

Unsupervised Deep Keyphrase Generation AAAI 2022

Towards Comprehensive Patent Approval Predictions:Beyond Traditional Document Classification ACL 2022

UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ACL 2022

Phrase-aware Unsupervised Constituency Parsing ACL 2022

Learning Adaptive Axis Attentions in Fine-tuning: Beyond Fixed Sparse Attention Patterns ACL 2022

Towards Collaborative Neural-Symbolic Graph Semantic Parsing via Uncertainty ACL 2022

Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework ACL 2022

Fine-grained Contrastive Learning for Relation Extraction EMNLP 2022

MGDoc: Pre-training with Multi-granular Hierarchy for Document Image Understanding EMNLP 2022

Neural-Symbolic Inference for Robust Autoregressive Graph Parsing via Compositional Uncertainty Quantification EMNLP 2022

Leveraging QA Datasets to Improve Generative Data Augmentation EMNLP 2022

WeDef: Weakly Supervised Backdoor Defense for Text Classification EMNLP 2022

Progressive Sentiment Analysis for Code-Switched Text Data EMNLP 2022

Label Noise in Adversarial Training: A Novel Perspective to Study Robust Overfitting NIPS 2022

LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification EMNLP 2022

X-Class: Text Classification with Extremely Weak Supervision NAACL 2021

Weakly Supervised Named Entity Tagging with Learnable Logical Rules ACL 2021

BFClass: A Backdoor-free Text Classification Framework EMNLP 2021

Sensei: Self-Supervised Sensor Name Segmentation ACL 2021

LayoutReader: Pre-training of Text and Layout for Reading Order Detection EMNLP 2021

Weakly Supervised Named Entity Tagging with Learnable Logical Rules IJCNLP 2021

Sensei: Self-Supervised Sensor Name Segmentation IJCNLP 2021

TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names NAACL 2021

Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data EMNLP 2021

“Average” Approximates “First Principal Component”? An Empirical Analysis on Representations from Neural Language Models EMNLP 2021

Empower Entity Set Expansion via Language Model Probing ACL 2020

Contextualized Weak Supervision for Text Classification ACL 2020

SeNsER: Learning Cross-Building Sensor Metadata Tagger EMNLP 2020

META: Metadata-Empowered Weak Supervision for Text Classification EMNLP 2020

Towards Adaptive Residual Network Training: A Neural-ODE Perspective ICML 2020

SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery EMNLP 2020

Arabic Named Entity Recognition: What Works and What’s Next ACL 2019

CrossWeigh: Training Named Entity Tagger from Imperfect Annotations EMNLP 2019

CrossWeigh: Training Named Entity Tagger from Imperfect Annotations IJCNLP 2019

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP 2018

Learning Named Entity Tagger using Domain-Specific Dictionary EMNLP 2018