Tag: in-context learning
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AdapShot: Efficient Adaptive Many-Shot In-Context Learning
Discover AdapShot, a novel framework boosting Many-Shot In-Context Learning efficiency with adaptive shot optimization and semantic KV cache reuse.
Why Language Models Struggle with In-Context Learning
Explore why large language models face challenges using in-context representations and what it means for future AI adaptability and applications.
Ctx2Skill: Enhancing Language Models with Context Learning
Discover how Ctx2Skill improves language models by enabling autonomous skill learning from complex contexts for better AI performance.
How In-Context Examples Affect Scientific Recall in LLMs
Discover how in-context examples impact scientific knowledge recall in large language models and what it means for accurate reasoning.
Automating Scientific Text Categorization with LLMs & Prompt Chaining
Explore how Large Language Models using prompt chaining improve scientific text categorization for efficient knowledge discovery and research navigation.