a search ) and then submitted as part of a prompt , to a LLM , enabling the LLM to provide focused answers .”
Another area of innovation is the integration of NLP with other AI technologies .
Sebastian predicts that AI applications powered by NLP will help make us more effective at making decisions , with the convergence of technologies leading to “ more sophisticated and capable AI systems ” that can handle complex tasks across various domains .
Aside from managing models ’ shortcomings with techniques such as RAG , new and improved models are what the industry is looking toward as a way to improve accuracy .
“ One trend we are already starting to see is the capacity to handle more diverse input in models ,” says Sebastian . “ Another trend is the improved efficiency of models . We will see a continued trend to reduce this burden by training smaller models , for example by having a large teacher model that trains smaller knowledge-distilled versions of itself .”
Brad believes the change could be more fundamental : “ We will likely see a change in the approach from
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