Generation

SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025 SLM-Mod: Small Language Models Surpass LLMs at Content Moderation NAACL 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 Small Language Models can Outperform Humans in Short Creative Writing: A Study Comparing SLMs with Humans and LLMs COLING 2025 SMART: Scalable Multilingual Approach for a Robust TOD System EMNLP 2025 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025 Smotrom tvoja på ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study ACL 2025 Smruti: Grammatical Error Correction for Gujarati using LLMs with Non-Parametric Memory IJCNLP 2025 SNS-Bench: Defining, Building, and Assessing Capabilities of Large Language Models in Social Networking Services ICML 2025 SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 SocialSim: Towards Socialized Simulation of Emotional Support Conversation AAAI 2025 Socratic Reasoning Improves Positive Text Rewriting NAACL 2025 SOLID: Self-seeding and Multi-intent Self-instructing LLMs for Generating Intent-aware Information-Seeking Dialogs NAACL 2025 so much depends / upon / a whitespace: Why Whitespace Matters for Poets and LLMs EMNLP 2025 Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Control Interspeech 2025 SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training AAAI 2025 SOTOPIA-S4: a user-friendly system for flexible, customizable, and large-scale social simulation NAACL 2025 Source-primed Multi-turn Conversation Helps Large Language Models Translate Documents EMNLP 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models ICLR 2025 Sparse Rewards Can Self-Train Dialogue Agents ACL 2025 SPASCA: Social Presence and Support with Conversational Agent for Persons Living with Dementia AAAI 2025 Speaking Beyond Language: A Large-Scale Multimodal Dataset for Learning Nonverbal Cues from Video-Grounded Dialogues ACL 2025 Speak & Spell: LLM-Driven Controllable Phonetic Error Augmentation for Robust Dialogue State Tracking IJCNLP 2025 SpeCache: Speculative Key-Value Caching for Efficient Generation of LLMs ICML 2025