small language model

Entrospect: Information-Theoretic Self-Reflection Elicits Better Response Refinement of Small Language Models ACL 2025 Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance NAACL 2025 Evaluating Structured Output Robustness of Small Language Models for Open Attribute-Value Extraction from Clinical Notes ACL 2025 Explain-then-Process: Using Grammar Prompting to Enhance Grammatical Acceptability Judgments ACL 2025 Exploring LLM Annotation for Adaptation of Clinical Information Extraction Models under Data-sharing Restrictions ACL 2025 Feather-SQL: A Lightweight NL2SQL Framework with Dual-Model Collaboration Paradigm for Small Language Models IJCNLP 2025 FedCoT: Federated Chain-of-Thought Distillation for Large Language Models EMNLP 2025 FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models COLING 2025 Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring EMNLP 2025 GOLFer: Smaller LMs-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval ACL 2025 Grape at GenAI Detection Task 1: Leveraging Compact Models and Linguistic Features for Robust Machine-Generated Text Detection COLING 2025 HotelMatch-LLM: Joint Multi-Task Training of Small and Large Language Models for Efficient Multimodal Hotel Retrieval ACL 2025 Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence ACL 2025 HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance EMNLP 2025 Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards EMNLP 2025 Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ACL 2025 Investigating ReLoRA: Effects on the Learning Dynamics of Small Language Models EMNLP 2025 Investigating Value-Reasoning Reliability in Small Large Language Models EMNLP 2025 Irapuarani at SemEval-2025 Task 10: Evaluating Strategies Combining Small and Large Language Models for Multilingual Narrative Detection SemEval 2025 Iterative Critique-Driven Simplification: Targeted Enhancement of Complex Definitions with Small Language Models IJCNLP 2025 ixi-GEN: Efficient Industrial sLLMs through Domain Adaptive Continual Pretraining EMNLP 2025 Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025 Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025 LiteLMGuard: Seamless and Lightweight On-Device Guardrails for Small Language Models against Quantization Vulnerabilities IJCNLP 2025 LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM NAACL 2025