Peiyi Han

6 papers · 2024–2026 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird

Venues

ACL (3) EMNLP (2) NAACL (1)

Top co-authors

Chuanyi Liu (6) Shaoming Duan (4) Yuhao Zhang (3) Liang Yan (3) Jichuan Zeng (2) Cuiyun Gao (2) Jinhang Su (2) Wenbo Xu (1) Wenxin Mao (1) Xin-Cheng Wen (1)

Research topics

Deep Learning (4) Artificial Intelligence (3) Natural Language Processing (3) Core AI (3) Learning Types · Deep Learning (3) Machine Learning (2) Generation (2) Models (2) Understanding (2) Application Areas (1) Learning Types · Machine Learning (1) Resources & Methods (1)

Keywords

large language model (3) text-to-sql parsing (2) text generation (1) semantic parsing (1) question generation (1) semantic alignment (1) sql generation (1) synthetic data (1) unsupervised reinforcement learning (1) tabular data synthesis (1) data synthesis (1) self-play fine-tuning (1) error-driven learning (1) adversarial fine-tuning (1) cross-modal generation (1) question rewriting (1) execution-guided refinement (1) database content (1) model interaction (1) advantage shaping (1)

Papers

AFT-Tab: Adversarial Fine-Tuning for Tabular Data Synthesis with Long Text Columns ACL 2026 Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs ACL 2026 DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation NAACL 2025 SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning EMNLP 2025 TS-SQL: Test-driven Self-refinement for Text-to-SQL EMNLP 2025 Enhancing Text-to-SQL Parsing through Question Rewriting and Execution-Guided Refinement ACL 2024