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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If you initiate a Secret Chat, however, then these communications are end-to-end encrypted and are tied to the device you are using. That means it’s less convenient to access them across multiple platforms, but you are at far less risk of snooping. Back in the day, Secret Chats received some praise from the EFF, but the fact that its standard system isn’t as secure earned it some criticism. If you’re looking for something that is considered more reliable by privacy advocates, then Signal is the EFF’s preferred platform, although that too is not without some caveats. In 2014, Pavel Durov fled the country after allies of the Kremlin took control of the social networking site most know just as VK. Russia's intelligence agency had asked Durov to turn over the data of anti-Kremlin protesters. Durov refused to do so. But because group chats and the channel features are not end-to-end encrypted, Galperin said user privacy is potentially under threat. Perpetrators of these scams will create a public group on Telegram to promote these investment packages that are usually accompanied by fake testimonies and sometimes advertised as being Shariah-compliant. Interested investors will be asked to directly message the representatives to begin investing in the various investment packages offered. "Someone posing as a Ukrainian citizen just joins the chat and starts spreading misinformation, or gathers data, like the location of shelters," Tsekhanovska said, noting how false messages have urged Ukrainians to turn off their phones at a specific time of night, citing cybersafety.
from sg
