Yu Su

OPeRA: A Dataset of Observation, Persona, Rationale, and Action for Evaluating LLMs on Human Online Shopping Behavior Simulation ACL 2026 RoboSpatial: Teaching Spatial Understanding to 2D and 3D Vision-Language Models for Robotics CVPR 2025 VERSE: Verification-based Self-Play for Code Instructions AAAI 2025 ScholarGEC: Enhancing Controllability of Large Language Model for Chinese Academic Grammatical Error Correction AAAI 2025 MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools NAACL 2025 From RAG to Memory: Non-Parametric Continual Learning for Large Language Models ICML 2025 VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents ICLR 2025 Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents ICLR 2025 Distribution-Driven Dense Retrieval: Modeling Many-to-One Query-Document Relationship AAAI 2025 PQR: Improving Dense Retrieval via Potential Query Modeling ACL 2025 UniRAG: Unified Query Understanding Method for Retrieval Augmented Generation ACL 2025 MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark ACL 2025 Completing A Systematic Review in Hours instead of Months with Interactive AI Agents ACL 2025 Explorer: Scaling Exploration-driven Web Trajectory Synthesis for Multimodal Web Agents ACL 2025 ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery ICLR 2025 Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers ICLR 2025 Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained Analysis CVPR 2025 Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation CVPR 2025 Dual-View Visual Contextualization for Web Navigation CVPR 2024 HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models NIPS 2024 Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NIPS 2024 VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images NIPS 2024 Fine-Tuning is Fine, if Calibrated NIPS 2024 MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning ICLR 2024 CONSIDER: Commonalities and Specialties Driven Multilingual Code Retrieval Framework AAAI 2024 Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts ICLR 2024 MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction Following ICLR 2024 AgentBench: Evaluating LLMs as Agents ICLR 2024 A Simple Interpretable Transformer for Fine-Grained Image Classification and Analysis ICLR 2024 Language Agents: Foundations, Prospects, and Risks EMNLP 2024 WebOlympus: An Open Platform for Web Agents on Live Websites EMNLP 2024 I-AM-G: Interest Augmented Multimodal Generator for Item Personalization EMNLP 2024 Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments EMNLP 2024 MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI CVPR 2024 LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error ACL 2024 When is Tree Search Useful for LLM Planning? It Depends on the Discriminator ACL 2024 RePair: Automated Program Repair with Process-based Feedback ACL 2024 GPT-4V(ision) is a Generalist Web Agent, if Grounded ICML 2024 MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions ICML 2024 TravelPlanner: A Benchmark for Real-World Planning with Language Agents ICML 2024 BioCLIP: A Vision Foundation Model for the Tree of Life CVPR 2024 Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms ACL 2023 Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data NIPS 2023 MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing NIPS 2023 Don’t Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments ACL 2023 Privacy-Preserving Domain Adaptation of Semantic Parsers ACL 2023 Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023 Mind2Web: Towards a Generalist Agent for the Web NIPS 2023 Text-to-SQL Error Correction with Language Models of Code ACL 2023 Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors ACL 2023 Biomedical Language Models are Robust to Sub-optimal Tokenization ACL 2023 Solving the Right Problem is Key for Translational NLP: A Case Study in UMLS Vocabulary Insertion EMNLP 2023 Automatic Evaluation of Attribution by Large Language Models EMNLP 2023 Error Detection for Text-to-SQL Semantic Parsing EMNLP 2023 LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models ICCV 2023 When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems EMNLP 2022 Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again EMNLP 2022 One Step at a Time: Long-Horizon Vision-and-Language Navigation With Milestones CVPR 2022 ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question Answering COLING 2022 Bridging the Generalization Gap in Text-to-SQL Parsing with Schema Expansion ACL 2022 ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction SEMEVAL 2021 ReasonBERT: Pre-trained to Reason with Distant Supervision EMNLP 2021 An Investigation of Language Model Interpretability via Sentence Editing EMNLP 2021 ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction ACL 2021 A Systematic Investigation of KB-Text Embedding Alignment at Scale ACL 2021 A Systematic Investigation of KB-Text Embedding Alignment at Scale IJCNLP 2021 ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction IJCNLP 2021 Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention NAACL 2021 An Imitation Game for Learning Semantic Parsers from User Interaction EMNLP 2020 KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation EMNLP 2020 Document Classification for COVID-19 Literature EMNLP 2020 Logical Natural Language Generation from Open-Domain Tables ACL 2020 Document Classification for COVID-19 Literature ACL 2020 Learning to Compose Topic-Aware Mixture of Experts for Zero-Shot Video Captioning AAAI 2019 How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection NAACL 2019 Global Textual Relation Embedding for Relational Understanding ACL 2019 Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study IJCNLP 2019 Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study EMNLP 2019 Global Relation Embedding for Relation Extraction NAACL 2018 DialSQL: Dialogue Based Structured Query Generation ACL 2018 What It Takes to Achieve 100% Condition Accuracy on WikiSQL EMNLP 2018 XL-NBT: A Cross-lingual Neural Belief Tracking Framework EMNLP 2018 An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective EMNLP 2017 Cross-domain Semantic Parsing via Paraphrasing EMNLP 2017 Recovering Question Answering Errors via Query Revision EMNLP 2017 On Generating Characteristic-rich Question Sets for QA Evaluation EMNLP 2016 Improving Semantic Parsing via Answer Type Inference EMNLP 2016 Cognitive Modelling for Predicting Examinee Performance IJCAI 2015