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model specialization

11 papers

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Co-occurring keywords · papers mentioning both

large language model (2) inference efficiency (2) low-rank adaptation (2) knowledge distillation (2) domain adaptation (2) transfer learning (2) representation learning (2) knowledge decomposition (1) training-time adaptation (1) mixture of language model (1)

Papers

Efficient Model Specialization via Training-time and Test-time Adaptation AAAI 2026 Position: Biomedical NLP Demands Specialization, Not Generalization EACL 2026 Ensembles of Low-Rank Expert Adapters ICLR 2025 No Need to Talk: Asynchronous Mixture of Language Models ICLR 2025 Low-Rank Knowledge Decomposition for Medical Foundation Models CVPR 2024 Self-Specialization: Uncovering Latent Expertise within Large Language Models ACL 2024 Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data AAAI 2024 Script, Language, and Labels: Overcoming Three Discrepancies for Low-Resource Language Specialization AAAI 2023 Specializing Smaller Language Models towards Multi-Step Reasoning ICML 2023 Specializing Multi-domain NMT via Penalizing Low Mutual Information EMNLP 2022 Learning to Specialize with Knowledge Distillation for Visual Question Answering NeurIPS 2018