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Fine-Tuning

704 directly classified papers

Papers per year

Papers

Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural Adjustments AAAI 2025
JEN-1 DreamStyler: Customized Musical Concept Learning via Pivotal Parameters Tuning AAAI 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025
TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025
Tongue-Tied: Breaking LLMs Safety Through New Language Learning NAACL 2025
Beyond Accuracy: On the Effects of Fine-Tuning Towards Vision-Language Model’s Prediction Rationality AAAI 2025
Learning to Generate Structured Output with Schema Reinforcement Learning ACL 2025
Cluster Based Heterogeneous Federated Foundation Model Adaptation and Fine-Tuning AAAI 2025
Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025
Selective Visual Prompting in Vision Mamba AAAI 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025
WST: Wavelet-Based Multi-scale Tuning for Visual Transfer Learning AAAI 2025
LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025
Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning AAAI 2025
Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs ACL 2025
Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025
SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models ACL 2025
Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models AAAI 2025
Lost in Literalism: How Supervised Training Shapes Translationese in LLMs ACL 2025
CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance AAAI 2025
DweshVaani: An LLM for Detecting Religious Hate Speech in Code-Mixed Hindi-English COLING 2025
AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025
Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025
Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models AAAI 2025
𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025