Natural Language Processing

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models ACL 2025 SPY: Enhancing Privacy with Synthetic PII Detection Dataset NAACL 2025 SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration AAAI 2025 SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs ACL 2025 SQLGenie: A Practical LLM based System for Reliable and Efficient SQL Generation ACL 2025 SQLong: Enhanced NL2SQL for Longer Contexts with LLMs ACL 2025 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025 SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements EMNLP 2025 SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025 Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment ICML 2025 SQUARE: Unsupervised Retrieval Adaptation via Synthetic Data EMNLP 2025 SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025 SQUREL at TSAR 2025 Shared Task CEFR-Controlled Text Simplification with Prompting and Reinforcement Fine-Tuning EMNLP 2025 S-RAG: A Novel Audit Framework for Detecting Unauthorized Use of Personal Data in RAG Systems ACL 2025 SRCB at SemEval-2025 Task 9: LLM Finetuning Approach based on External Attention Mechanism in The Food Hazard Detection SemEval 2025 SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks AAAI 2025 SR-LLM: Rethinking the Structured Representation in Large Language Model ACL 2025 SRS-Stories: Vocabulary-constrained multilingual story generation for language learning EMNLP 2025 SSA-COMET: Do LLMs Outperform Learned Metrics in Evaluating MT for Under-Resourced African Languages? EMNLP 2025 SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025 SS-GEN: A Social Story Generation Framework with Large Language Models AAAI 2025 SSNCSE@DravidianLangTech 2025: Multimodal Hate Speech Detection in Dravidian Languages NAACL 2025 SSN_IT_NLP@DravidianLangTech 2025: Abusive Tamil and Malayalam Text targeting Women on Social Media NAACL 2025 SSN_MMHS@DravidianLangTech 2025: A Dual Transformer Approach for Multimodal Hate Speech Detection in Dravidian Languages NAACL 2025 SSNTrio @ DravidianLangTech 2025: Hybrid Approach for Hate Speech Detection in Dravidian Languages with Text and Audio Modalities NAACL 2025