Heng Ji
Professor at UIUC; one of the most prolific NLP researchers; works on information extraction, multimodal LLMs, and scientific reasoning.
- Role
- professor
- Currently at
- University of Illinois Urbana-Champaign
- twitter.com/hengjinlp
- GitHub
- Unknown
- Scholar
- scholar.google.com/citations
- Papers
- 71
Cite
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Authored papers
71CreativityBench: Evaluating Agent Creative Reasoning via Affordance-Based Tool Repurposing
arXiv 2026
Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data
arXiv 2026
Toward Cognitive Supersensing in Multimodal Large Language Model
arXiv 2026
Foundation Protocol: A Coordination Layer for Agentic Society
arXiv 2026
ReIn: Conversational Error Recovery with Reasoning Inception
arXiv 2026
Agentic Reasoning for Large Language Models
arXiv 2026
Adaptation of Agentic AI
arXiv 2025
EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents
arXiv 2025
ToolRL: Reward is All Tool Learning Needs
arXiv 2025
Seed1.5-VL Technical Report
arXiv 2025
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
arXiv 2025
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
arXiv 2025
From Word to World: Can Large Language Models be Implicit Text-based World Models?
arXiv 2025
A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence
arXiv 2025
Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum
arXiv 2025
Energy-Based Transformers are Scalable Learners and Thinkers
arXiv 2025
Perception-Aware Policy Optimization for Multimodal Reasoning
arXiv 2025
UserRL: Training Interactive User-Centric Agent via Reinforcement Learning
arXiv 2025
UserBench: An Interactive Gym Environment for User-Centric Agents
arXiv 2025
oMeBench: Towards Robust Benchmarking of LLMs in Organic Mechanism Elucidation and Reasoning
arXiv 2025
Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training
arXiv 2025
RM-R1: Reward Modeling as Reasoning
arXiv 2025
Large Language Models Post-training: Surveying Techniques from Alignment to Reasoning
arXiv 2025
On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective
arXiv 2025
Internal Activation as the Polar Star for Steering Unsafe LLM Behavior
arXiv 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation
arXiv 2025
MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents
arXiv 2025
Context Engineering for Trustworthiness: Rescorla Wagner Steering Under Mixed and Inappropriate Contexts
arXiv 2025
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering
arXiv 2025
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data Synthesis
arXiv 2025
SWE-Gym: An Open Environment for Training Software Engineering Agents and Verifiers
preprint
OpenHands: An Open Platform for AI Software Developers as Generalist Agents
arXiv 2024
TrustLLM: Trustworthiness in Large Language Models
arXiv 2024
SOLO: A Single Transformer for Scalable Vision-Language Modeling
arXiv 2024
L+M-24: Building a Dataset for Language + Molecules @ ACL 2024
arXiv 2024
Weak-to-Strong Extrapolation Expedites Alignment
arXiv 2024
MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders
arXiv 2024
Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences
arXiv 2024
Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction
chem-finese-validating-fine-grained-few-shot
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models
arXiv 2024
Infogent: An Agent-Based Framework for Web Information Aggregation
arXiv 2024
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking
arXiv 2024
FIRST: Faster Improved Listwise Reranking with Single Token Decoding
arXiv 2024
Visually Descriptive Language Model for Vector Graphics Reasoning
arXiv 2024
Eliminating Position Bias of Language Models: A Mechanistic Approach
arXiv 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks
arXiv 2024
Tool Learning with Foundation Models
arXiv 2023
Large Language Models on Graphs: A Comprehensive Survey
arXiv 2023
Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
arXiv 2023
LM-Infinite: Zero-Shot Extreme Length Generalization for Large Language Models
arXiv 2023
Word Embeddings Are Steers for Language Models
arXiv 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know'
arXiv 2023
The Shifted and The Overlooked: A Task-oriented Investigation of User-GPT Interactions
arXiv 2023
Non-Sequential Graph Script Induction via Multimedia Grounding
arXiv 2023
SciMON: Scientific Inspiration Machines Optimized for Novelty
arXiv 2023
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets
arXiv 2023
Instruct and Extract: Instruction Tuning for On-Demand Information Extraction
arXiv 2023
CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models
arXiv 2023
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning
arXiv 2023
Mitigating the Alignment Tax of RLHF
arXiv 2023
Towards a Unified Multi-Dimensional Evaluator for Text Generation
arXiv 2022
Multimedia Generative Script Learning for Task Planning
arXiv 2022
Open-Vocabulary Argument Role Prediction for Event Extraction
arXiv 2022
Efficient Attentions for Long Document Summarization
NAACL 2021 4
Stage-wise Fine-tuning for Graph-to-Text Generation
ACL 2021 5
A Context-Dependent Gated Module for Incorporating Symbolic Semantics into Event Coreference Resolution
NAACL 2021 4
A Survey of Knowledge-Enhanced Text Generation
arXiv 2020
ReviewRobot: Explainable Paper Review Generation based on Knowledge Synthesis
INLG (ACL) 2020 12
PaperRobot: Incremental Draft Generation of Scientific Ideas
paperrobot-incremental-draft-generation-of-1
Describing a Knowledge Base
describing-a-knowledge-base-1
Paper Abstract Writing through Editing Mechanism
paper-abstract-writing-through-editing-1
Affiliations
Frequent co-authors
10from 71 papers