Large Language Models

Spoken Conversational Agents with Large Language Models EMNLP 2025 SpokenNativQA: Multilingual Everyday Spoken Queries for LLMs Interspeech 2025 Spontaneous Giving and Calculated Greed in Language Models EMNLP 2025 SportReason: Evaluating Retrieval-Augmented Reasoning across Tables and Text for Sports Question Answering EMNLP 2025 Spotting Out-of-Character Behavior: Atomic-Level Evaluation of Persona Fidelity in Open-Ended Generation ACL 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025 SPRI: Aligning Large Language Models with Context-Situated Principles ICML 2025 Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models 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 Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment ICML 2025 Squeezed Attention: Accelerating Long Context Length LLM Inference ACL 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 SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025 SSR: Alignment-Aware Modality Connector for Speech Language Models ACL 2025 StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs ACL 2025 STAIR: Improving Safety Alignment with Introspective Reasoning ICML 2025 STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings ICML 2025 STAND-Guard: A Small Task-Adaptive Content Moderation Model COLING 2025 Star Attention: Efficient LLM Inference over Long Sequences ICML 2025 STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025 STARLING at TSAR 2025 Shared Task Leveraging Alternative Generations for Readability Level Adjustment in Text Simplification EMNLP 2025 STAR: Self-Automated Back-Querying for Production Data Generation IJCNLP 2025 STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025