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Papers
OmniOData: Unleashing Small Language Models for OData Query Generation with Synthetic Data and Reinforcement Learning
ACL 2026
POaaS: Minimal-Edit Prompt Optimization as a Service to Lift Accuracy and Cut Hallucinations on On-Device sLLMs
EACL 2026
PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference via Semantic Sketch Collaboration
AAAI 2026
Progressive Fine-Tuning for Cost-Effective Structured Attribute Generation in E-commerce
ACL 2026
RAPIDS: Resume Attack Prompt Injection Detection at Scale
ACL 2026
Rethinking Scale: Deployment Trade-offs of Small Language Models under Agent Paradigms
ACL 2026
ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering
ACL 2026
SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger
AAAI 2026
SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance
SemEval 2026
Synthesizing question answering data from financial documents: An End-to-End Multi-Agent Approach
EACL 2026
Teaching Language Models to Check Grounded Claim Factuality with Human Test-Taking Strategies
ACL 2026
The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations
ACL 2026
AAIG at GenAI Detection Task 1: Exploring Syntactically-Aware, Resource-Efficient Small Autoregressive Decoders for AI Content Detection
COLING 2025
A Comprehensive Overhaul of Multimodal Assistant with Small Language Models
AAAI 2025
Advantage-Guided Distillation for Preference Alignment in Small Language Models
ICLR 2025
A MISMATCHED Benchmark for Scientific Natural Language Inference
ACL 2025
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment
ACL 2025
Archaeology at TSAR 2025 Shared Task Teaching Small Models to do CEFR Simplifications
EMNLP 2025
Are Small Language Models Ready to Compete with Large Language Models for Practical Applications?
NAACL 2025
A Strategic Coordination Framework of Small LMs Matches Large LMs in Data Synthesis
ACL 2025
Babies Learn to Look Ahead: Multi-Token Prediction in Small LMs
EMNLP 2025
Basic Reading Distillation
ACL 2025
BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs
ACL 2025
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models
AACL 2025
Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models
ACL 2025