Junyi Li

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search ACL 2026 Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models ACL 2026 CiPO: Counterfactual Unlearning for Large Reasoning Models through Iterative Preference Optimization ACL 2026 RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement NAACL 2025 Investigating the Pre-Training Dynamics of In-Context Learning: Task Recognition vs. Task Learning ICLR 2025 Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment ICLR 2025 Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising AAAI 2025 ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework EMNLP 2025 DynaQuest: A Dynamic Question Answering Dataset Reflecting Real-World Knowledge Updates ACL 2025 Just Go Parallel: Improving the Multilingual Capabilities of Large Language Models ACL 2025 Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking ACL 2025 LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation ACL 2025 Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025 Adaptive Federated Minimax Optimization with Lower Complexities AISTATS 2024 Exploring Context Window of Large Language Models via Decomposed Positional Vectors NIPS 2024 Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling NIPS 2024 The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models ACL 2024 LLMBox: A Comprehensive Library for Large Language Models ACL 2024 BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models COLING 2024 ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting COLING 2024 Device-Wise Federated Network Pruning CVPR 2024 PartGLEE: A Foundation Model for Recognizing and Parsing Any Objects ECCV 2024 REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering EMNLP 2024 Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector EMNLP 2024 FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization ICLR 2024 Dropout Enhanced Bilevel Training ICLR 2024 The steerability of large language models toward data-driven personas NAACL 2024 Learning to Imagine: Visually-Augmented Natural Language Generation ACL 2023 Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising CVPR 2023 HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models EMNLP 2023 Zero-shot Visual Question Answering with Language Model Feedback ACL 2023 Federated Conditional Stochastic Optimization NIPS 2023 Resolving the Tug-of-War: A Separation of Communication and Learning in Federated Learning NIPS 2023 Beyond Image Borders: Learning Feature Extrapolation for Unbounded Image Composition ICCV 2023 MVP: Multi-task Supervised Pre-training for Natural Language Generation ACL 2023 The Web Can Be Your Oyster for Improving Language Models ACL 2023 Communication-Efficient Federated Bilevel Optimization with Global and Local Lower Level Problems NIPS 2023 Enhanced Bilevel Optimization via Bregman Distance NIPS 2022 Learning to Transfer Prompts for Text Generation NAACL 2022 ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models NAACL 2022 Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-Ahead Forward Ones ECCV 2022 Context-Tuning: Learning Contextualized Prompts for Natural Language Generation COLING 2022 ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text Generation EMNLP 2022 TextBox 2.0: A Text Generation Library with Pre-trained Language Models EMNLP 2022 A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse AAAI 2022 On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum ICML 2022 A Survey of Vision-Language Pre-Trained Models IJCAI 2022 SUPER-ADAM: Faster and Universal Framework of Adaptive Gradients NIPS 2021 TextBox: A Unified, Modularized, and Extensible Framework for Text Generation IJCNLP 2021 Pretrained Language Model for Text Generation: A Survey IJCAI 2021 Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models ACL 2021 TextBox: A Unified, Modularized, and Extensible Framework for Text Generation ACL 2021 Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models IJCNLP 2021 Lijunyi at SemEval-2020 Task 4: An ALBERT Model Based Maximum Ensemble with Different Training Sizes and Depths for Commonsense Validation and Explanation COLING 2020 Lee at SemEval-2020 Task 12: A BERT Model Based on the Maximum Self-ensemble Strategy for Identifying Offensive Language COLING 2020 Lijunyi at SemEval-2020 Task 4: An ALBERT Model Based Maximum Ensemble with Different Training Sizes and Depths for Commonsense Validation and Explanation SEMEVAL 2020 Lee at SemEval-2020 Task 5: ALBERT Model Based on the Maximum Ensemble Strategy and Different Data Sampling Methods for Detecting Counterfactual Statements SEMEVAL 2020 Lee at SemEval-2020 Task 12: A BERT Model Based on the Maximum Self-ensemble Strategy for Identifying Offensive Language SEMEVAL 2020 Generating Realistic Stock Market Order Streams AAAI 2020 CLUE: A Chinese Language Understanding Evaluation Benchmark COLING 2020 Lee at SemEval-2020 Task 5: ALBERT Model Based on the Maximum Ensemble Strategy and Different Data Sampling Methods for Detecting Counterfactual Statements COLING 2020 Lijunyi at SemEval-2019 Task 9: An attention-based LSTM and ensemble of different models for suggestion mining from online reviews and forums SEMEVAL 2019 Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding ACL 2019 YNU-junyi in BioNLP-OST 2019: Using CNN-LSTM Model with Embeddings for SeeDev Binary Event Extraction EMNLP 2019