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The problem of hallucination in LLMs is a well-known and studied problem and solutions have been proposed to counter it. The most promising one is augmenting LL
by albystein 4y ago
The problem of hallucination in LLMs is a well-known and studied problem and solutions have been proposed to counter it. The most promising one is augmenting LLMs with a retrieval system. This involves sourcing a large database of factual information, say journal articles, over which the LLM uses an information retrieval system(search engine) to extract information on which its generated output is conditioned. Recent job postings from OpenAI suggest that’s their next step of development for these LLMs.
I think critics of these LLMs are missing the point about the excitement around them. People are excited because of the rate of progress/improvement from just two years or a year ago. These systems have come a long way, and if you extrapolate that progress into the future, I predict majority of these shortcomings getting resolved