small language model

MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025 MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025 MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025 MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation NAACL 2025 Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025 Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solver ICLR 2025 Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks AAAI 2025 NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks EMNLP 2025 NYCU-NLP at SemEval-2025 Task 11: Assembling Small Language Models for Multilabel Emotion Detection and Intensity Prediction SemEval 2025 OneNRC@TSAR2025 Shared Task Small Models for Readability Controlled Text Simplification EMNLP 2025 PARSQL: Enhancing Text-to-SQL through SQL Parsing and Reasoning ACL 2025 Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on NLP and AI for Multilingual and Healthcare Communication AACL 2025 Pico: A Modular Framework for Hypothesis-Driven Small Language Model Research EMNLP 2025 Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models ACL 2025 Pre-Training Curriculum for Multi-Token Prediction in Language Models ACL 2025 ProST: Progressive Sub-task Training for Pareto-Optimal Multi-agent Systems Using Small Language Models IJCNLP 2025 QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models EMNLP 2025 QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines ACL 2025 ReflectEvo: Improving Meta Introspection of Small LLMs by Learning Self-Reflection ACL 2025 Regional-TinyStories: A Small Language Model Framework for Evaluating Language Learning, Tokenizers, and Datasets IJCNLP 2025 Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion NAACL 2025 Revisiting Pruning vs Quantization for Small Language Models EMNLP 2025 RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization ACL 2025 SANSKRITI: A Comprehensive Benchmark for Evaluating Language Models’ Knowledge of Indian Culture ACL 2025 SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025