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![Image 3: Article cover image Article PorTAL: Portable Task Adapters for LLMs Researcher: Ben Geist Abstract Parameter-efficient fine-tuning (e.g. LoRA) adapts a frozen LLM to a task, but the resulting adapter is locked to one base model. When a new model is released, the...](https://twitter.com/i/article/2072357850484224000)

6:09 PM · Jul 1, 2026 288.3K Views

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