Jian-Guang Lou

Are Large Language Models Ready for Multi-Turn Tabular Data Analysis? ICML 2025 WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct ICLR 2025 E5: Zero-shot Hierarchical Table Analysis using Augmented LLMs via Explain, Extract, Execute, Exhibit and Extrapolate NAACL 2024 Automatic Instruction Evolving for Large Language Models EMNLP 2024 Make Your LLM Fully Utilize the Context NIPS 2024 WizardArena: Post-training Large Language Models via Simulated Offline Chatbot Arena NIPS 2024 StraGo: Harnessing Strategic Guidance for Prompt Optimization EMNLP 2024 AMPO: Automatic Multi-Branched Prompt Optimization EMNLP 2024 Can LLMs Learn From Mistakes? An Empirical Study on Reasoning Tasks EMNLP 2024 Re-Reading Improves Reasoning in Large Language Models EMNLP 2024 LayoutDiffusion: Improving Graphic Layout Generation by Discrete Diffusion Probabilistic Models ICCV 2023 Uncovering and Quantifying Social Biases in Code Generation NIPS 2023 LayoutPrompter: Awaken the Design Ability of Large Language Models NIPS 2023 MultiSpider: Towards Benchmarking Multilingual Text-to-SQL Semantic Parsing AAAI 2023 Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023 Large Language Models Meet NL2Code: A Survey ACL 2023 How Do In-Context Examples Affect Compositional Generalization? ACL 2023 Uncovering and Categorizing Social Biases in Text-to-SQL ACL 2023 Know What I don’t Know: Handling Ambiguous and Unknown Questions for Text-to-SQL ACL 2023 TACR: A Table Alignment-based Cell Selection Method for HybridQA ACL 2023 LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction CVPR 2023 CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data EMNLP 2023 RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation EMNLP 2023 Question Answering as Programming for Solving Time-Sensitive Questions EMNLP 2023 Skill-Based Few-Shot Selection for In-Context Learning EMNLP 2023 A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions ICCV 2023 Does Deep Learning Learn to Abstract? A Systematic Probing Framework ICLR 2023 CodeT: Code Generation with Generated Tests ICLR 2023 Exploring the Secrets Behind the Learning Difficulty of Meaning Representations for Semantic Parsing EMNLP 2022 Towards Knowledge-Intensive Text-to-SQL Semantic Parsing with Formulaic Knowledge EMNLP 2022 AdapterShare: Task Correlation Modeling with Adapter Differentiation EMNLP 2022 Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation ACL 2022 HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation ACL 2022 TAPEX: Table Pre-training via Learning a Neural SQL Executor ICLR 2022 Coarse-to-Fine Generative Modeling for Graphic Layouts AAAI 2022 LEMON: Language-Based Environment Manipulation via Execution-Guided Pre-training EMNLP 2022 When Language Model Meets Private Library EMNLP 2022 LogiGAN: Learning Logical Reasoning via Adversarial Pre-training NIPS 2022 CERT: Continual Pre-training on Sketches for Library-oriented Code Generation IJCAI 2022 GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding ACL 2022 Reasoning Like Program Executors EMNLP 2022 TWT: Table with Written Text for Controlled Data-to-Text Generation EMNLP 2021 Translating Headers of Tabular Data: A Pilot Study of Schema Translation EMNLP 2021 Weakly Supervised Semantic Parsing by Learning from Mistakes EMNLP 2021 Chase: A Large-Scale and Pragmatic Chinese Dataset for Cross-Database Context-Dependent Text-to-SQL IJCNLP 2021 ReTraCk: A Flexible and Efficient Framework for Knowledge Base Question Answering IJCNLP 2021 Iterative Utterance Segmentation for Neural Semantic Parsing AAAI 2021 Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization AAAI 2021 Learning Algebraic Recombination for Compositional Generalization IJCNLP 2021 Awakening Latent Grounding from Pretrained Language Models for Semantic Parsing IJCNLP 2021 Chase: A Large-Scale and Pragmatic Chinese Dataset for Cross-Database Context-Dependent Text-to-SQL ACL 2021 ReTraCk: A Flexible and Efficient Framework for Knowledge Base Question Answering ACL 2021 Learning Algebraic Recombination for Compositional Generalization ACL 2021 Awakening Latent Grounding from Pretrained Language Models for Semantic Parsing ACL 2021 Keep the Structure: A Latent Shift-Reduce Parser for Semantic Parsing IJCAI 2021 Incomplete Utterance Rewriting as Semantic Segmentation EMNLP 2020 Compositional Generalization by Learning Analytical Expressions NIPS 2020 Hierarchical Poset Decoding for Compositional Generalization in Language NIPS 2020 How Far are We from Effective Context Modeling? An Exploratory Study on Semantic Parsing in Context IJCAI 2020 RECPARSER: A Recursive Semantic Parsing Framework for Text-to-SQL Task IJCAI 2020 You Impress Me: Dialogue Generation via Mutual Persona Perception ACL 2020 Benchmarking Meaning Representations in Neural Semantic Parsing EMNLP 2020 Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language ACL 2020 UniTrans : Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data IJCAI 2020 “What Do You Mean by That?” A Parser-Independent Interactive Approach for Enhancing Text-to-SQL EMNLP 2020 FANDA: A Novel Approach to Perform Follow-Up Query Analysis AAAI 2019 Data-Anonymous Encoding for Text-to-SQL Generation EMNLP 2019 Leveraging Web Semantic Knowledge in Word Representation Learning AAAI 2019 Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL IJCNLP 2019 A Split-and-Recombine Approach for Follow-up Query Analysis IJCNLP 2019 Data-Anonymous Encoding for Text-to-SQL Generation IJCNLP 2019 Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation ACL 2019 Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL EMNLP 2019 A Split-and-Recombine Approach for Follow-up Query Analysis EMNLP 2019 SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications EMNLP 2018