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Papers
BLiSS: Evaluating Bilingual Learner Competence in Second Language Small Language Models
EMNLP 2025
C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation
ACL 2025
CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device
ACL 2025
Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA Interaction
IJCAI 2025
Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models
ACL 2025
CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs
EMNLP 2025
Chain-of-MetaWriting: Linguistic and Textual Analysis of How Small Language Models Write Young Students Texts
COLING 2025
CLASS-IT: Conversational and Lecture-Aligned Small-Scale Instruction Tuning for BabyLMs
EMNLP 2025
Cognitive Bias and Reassignment: Who Can Contribute High Quality LLM Data
AAAI 2025
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection
AAAI 2025
CoTD-PO: Chain-of-Thought Distillation with Preference Optimization
EMNLP 2025
CrowdAgent: Multi-Agent Managed Multi-Source Annotation System
EMNLP 2025
Dataground at SemEval-2025 Task 8: Small LLMs and Preference Optimization for Tabular QA
SemEval 2025
Demystifying Small Language Models for Edge Deployment
ACL 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
EMNLP 2025
Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback
ACL 2025
DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications
EMNLP 2025
Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization
AAAI 2025
Divide, Link, and Conquer: Recall-oriented Schema Linking for NL-to-SQL via Question Decomposition
EMNLP 2025
DRAG: Distilling RAG for SLMs from LLMs to Transfer Knowledge and Mitigate Hallucination via Evidence and Graph-based Distillation
ACL 2025
Efficient Vocabulary Reduction for Small Language Models
COLING 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment
EMNLP 2025
Enhancing Software Requirements Engineering with Language Models and Prompting Techniques: Insights from the Current Research and Future Directions
ACL 2025
Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning
COLING 2025
Entity Tracking in Small Language Models: An Attention-Based Study of Parameter-Efficient Fine-Tuning
EMNLP 2025