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How to Supplement the Language Model With Knowledge
There are other ways how you can supplement the language model with knowledge. For instance, a really nice paper that cunon cho published a couple of years ago was in the context of search engine in hands language models. What they did is divensivly issued queries in addition to whatever text was being produced. And are thus able then to produce machine translation that was much higher fidelity. That might be one pinch mark for success.