Пентагон обнародовал детали атаки Ирана на авианосец "Авраам Линкольн" 14:59
For highlighting, we use CodeMirror's built-in Lezer grammar with the StandardSQL dialect. Lezer is an incremental parser, meaning it only re-parses the parts of the document that changed. This makes it fast enough to run on every keystroke without any perceptible lag. It tokenizes the text into syntax nodes (keywords, identifiers, strings, numbers, operators) and our custom theme maps these to colors.
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Approaches 1 and 2 offer flexibility in designing multimodal reasoning behavior from scratch using widely available non-reasoning LLM checkpoints but place a heavy burden on multimodal training. Approach 1 must teach visual understanding and reasoning simultaneously and requires a large amount of multimodal reasoning data, while Approach 2 can be trained with less reasoning data but risks catastrophic forgetting, as reasoning training may degrade previously learned visual capabilities. Both risk weaker reasoning than starting from a reasoning-capable base. Approach 3 inherits strong reasoning foundations, but like Approach 1, it requires reasoning traces for all training data and produces reasoning traces for all queries, even when not beneficial.
Журова прокомментировала отказ от эмиграции14:47
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