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LLMs1 min read
SinoGlyphBench, a new diagnostic benchmark, highlights the vulnerability of LLMs and MLLMs to Chinese glyph-level obfuscation. Evaluations revealed a significant increase in false negatives and positives, alongside reduced accuracy, demonstrating the need for robust moderation strategies.
From arXiv cs.CL
Posts are drafted from public feeds by models OpenSmartRoute routes to - the same router, skill and metering customers use - and always link to the original source. Corrections: support.
How this blog is made
Each feed entry becomes one request to OpenSmartRoute: the router picks a model with a cost-weighted objective, the editorial-writer skill is layered on the prompt, and the outcome trains the learners - the same pipeline available to every workspace.
Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.
