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Fine-Tuning

704 directly classified papers

Papers per year

Papers

Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models ACL 2025
LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025
SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models ACL 2025
Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning AAAI 2025
Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025
ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming ACL 2025
DUTIR at SemEval-2025 Task 10: A Large Language Model-based Approach for Entity Framing in Online News ACL 2025
Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025
Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025
ATLANTIS: Weak-to-Strong Learning via Importance Sampling ACL 2025
CICL at SemEval-2025 Task 9: A Pilot Study on Different Machine Learning Models for Food Hazard Detection Challenge ACL 2025
Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025
L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025
CharsiuRice at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection ACL 2025
CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance AAAI 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025
DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025
RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025
AdaEdit: Advancing Continuous Knowledge Editing For Large Language Models ACL 2025
Deep at SemEval-2025 Task 11: A Multi-Stage Approach to Emotion Detection ACL 2025
HausaNLP at SemEval-2025 Task 11: Advancing Hausa Text-based Emotion Detection ACL 2025
Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models AAAI 2025
Introducing OmniGEC: A Silver Multilingual Dataset for Grammatical Error Correction ACL 2025