Я уже недавно писал, что в эпоху LLM регулярки снова стали актуальным инструментом так называемого AI. Regex-in-the-loop как промежуточный вариант между "слепо доверимся черному ящику" и относительно дорогим human-in-the-loop.
ReLLM filters non-matching tokens pre-generation. For each token, ReLLM tests every possible completion against a partial regex. For the potential completions that do not match the pattern, ReLLM masks the logits so that the language model does not generate them.
У меня нет бенчмарков, потому голословно выскажу предположение, что для ряда нехитрых продакшен задач такой нехитрый костыль сильно сократит отставание опенсорсных LLM от великого и могучего OpenAI.
Я уже недавно писал, что в эпоху LLM регулярки снова стали актуальным инструментом так называемого AI. Regex-in-the-loop как промежуточный вариант между "слепо доверимся черному ящику" и относительно дорогим human-in-the-loop.
ReLLM filters non-matching tokens pre-generation. For each token, ReLLM tests every possible completion against a partial regex. For the potential completions that do not match the pattern, ReLLM masks the logits so that the language model does not generate them.
У меня нет бенчмарков, потому голословно выскажу предположение, что для ряда нехитрых продакшен задач такой нехитрый костыль сильно сократит отставание опенсорсных LLM от великого и могучего OpenAI.
BY partially unsupervised
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The War on Fakes channel has repeatedly attempted to push conspiracies that footage from Ukraine is somehow being falsified. One post on the channel from February 24 claimed without evidence that a widely viewed photo of a Ukrainian woman injured in an airstrike in the city of Chuhuiv was doctored and that the woman was seen in a different photo days later without injuries. The post, which has over 600,000 views, also baselessly claimed that the woman's blood was actually makeup or grape juice. It is unclear who runs the account, although Russia's official Ministry of Foreign Affairs Twitter account promoted the Telegram channel on Saturday and claimed it was operated by "a group of experts & journalists." A Russian Telegram channel with over 700,000 followers is spreading disinformation about Russia's invasion of Ukraine under the guise of providing "objective information" and fact-checking fake news. Its influence extends beyond the platform, with major Russian publications, government officials, and journalists citing the page's posts. Since January 2022, the SC has received a total of 47 complaints and enquiries on illegal investment schemes promoted through Telegram. These fraudulent schemes offer non-existent investment opportunities, promising very attractive and risk-free returns within a short span of time. They commonly offer unrealistic returns of as high as 1,000% within 24 hours or even within a few hours. Markets continued to grapple with the economic and corporate earnings implications relating to the Russia-Ukraine conflict. “We have a ton of uncertainty right now,” said Stephanie Link, chief investment strategist and portfolio manager at Hightower Advisors. “We’re dealing with a war, we’re dealing with inflation. We don’t know what it means to earnings.”
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