Jeff Z. Pan

Uncovering and Mitigating Transient Blindness in Multimodal Model Editing AAAI 2026 MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents AAAI 2026 ReLUPruner: Rethinking ReLU Importance with Taylor Expansion for Efficient Private Inference AAAI 2026 Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency ACL 2026 Mitigating Context Interference for Reliable and Efficient Search Agents ACL 2026 ODL-TempLLM: Ontology-Guided and Description Logic-Reasoned Temporal Reasoning with LLMs ACL 2026 Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning ACL 2026 MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Long-tail Knowledge ACL 2026 Semantic Alignment of Malicious Question Based on Contrastive Semantic Networks and Data Augmentation (Abstract Reprint) AAAI 2026 TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws AAAI 2026 Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges ACL 2025 Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst ACL 2025 GeAR: Graph-enhanced Agent for Retrieval-augmented Generation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 Noise-powered Multi-modal Knowledge Graph Representation Framework COLING 2025 Don’t Forget the Base Retriever! A Low-Resource Graph-based Retriever for Multi-hop Question Answering EMNLP 2025 TS-SQL: Test-driven Self-refinement for Text-to-SQL EMNLP 2025 From an LLM Swarm to a PDDL-empowered Hive: Planning Self-executed Instructions in a Multi-modal Jungle ICLR 2025 Evaluating and Improving Graph to Text Generation with Large Language Models NAACL 2025 MiCEval: Unveiling Multimodal Chain of Thought’s Quality via Image Description and Reasoning Steps NAACL 2025 Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs ACL 2025 Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation ACL 2025 GenTool: Enhancing Tool Generalization in Language Models through Zero-to-One and Weak-to-Strong Simulation ACL 2025 TacoERE: Cluster-aware Compression for Event Relation Extraction COLING 2024 Inference Helps PLMs’ Conceptual Understanding: Improving the Abstract Inference Ability with Hierarchical Conceptual Entailment Graphs EMNLP 2024 Knowledge-Aware Neuron Interpretation for Scene Classification AAAI 2024 Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs EMNLP 2024 Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQA EMNLP 2024 A Usage-centric Take on Intent Understanding in E-Commerce EMNLP 2024 CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering EMNLP 2024 Improving Retrieval-augmented Text-to-SQL with AST-based Ranking and Schema Pruning EMNLP 2024 AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction EMNLP 2024 Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification EMNLP 2023 DUET: Cross-Modal Semantic Grounding for Contrastive Zero-Shot Learning AAAI 2023 Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding AAAI 2023 Uncovering Implicit Inferences for Improved Relational Argument Mining EACL 2023 Multi-view Contrastive Learning for Entity Typing over Knowledge Graphs EMNLP 2023 Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs IJCAI 2023 KEViN: A Knowledge Enhanced Validity and Novelty Classifier for Arguments COLING 2022 Type-aware Embeddings for Multi-Hop Reasoning over Knowledge Graphs IJCAI 2022 Knowledge-aware Zero-Shot Learning: Survey and Perspective IJCAI 2021 A Knowledge-Guided Framework for Frame Identification IJCNLP 2021 FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction AAAI 2021 A Knowledge-Guided Framework for Frame Identification ACL 2021 Target-Aspect-Sentiment Joint Detection for Aspect-Based Sentiment Analysis AAAI 2020 Validation of Growing Knowledge Graphs by Abductive Text Evidences AAAI 2019 Augmenting Transfer Learning with Semantic Reasoning IJCAI 2019 Learning from Ontology Streams with Semantic Concept Drift IJCAI 2017 Predicting Knowledge in an Ontology Stream IJCAI 2013 Transfer Learning Based Cross-lingual Knowledge Extraction for Wikipedia ACL 2013