AIBullisharXiv – CS AI · Mar 267/10
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You only need 4 extra tokens: Synergistic Test-time Adaptation for LLMs
Researchers developed SyTTA, a test-time adaptation framework that improves large language models' performance in specialized domains without requiring additional labeled data. The method achieved over 120% improvement on agricultural question answering tasks using just 4 extra tokens per query, addressing the challenge of deploying LLMs in domains with limited training data.
🏢 Perplexity