MIPRO: A Novel Optimizer that Outperforms Baselines on 5 of Six Various Language Mannequin LM Applications Utilizing a Greatest-in-Class Open-Supply Mannequin (Llama-3-8B) by 12.9% accuracy
Language Fashions (LMs) have considerably superior complicated NLP duties by means of subtle prompting strategies and multi-stage pipelines. Nonetheless, designing these LM Applications depends closely on handbook “immediate engineering,” a time-consuming means of crafting prolonged prompts by means of trial and error. This strategy faces challenges, significantly in multi-stage LM applications the place gold labels…
