2026-11-10 · America/Los_Angeles · 社区动态 · #15

KVARK Sparkle 1.1 (27B): better document Q&A, and it knows when the answer isn't there (Apache 2.0)

Hi! Last week we shared KVARK Sparkle 1.0 here, and thanks to everyone who tried it and left feedback. With Qwen 4 hopefully just around the corner, we're releasing Sparkle 1.1 as a little warm-up before we start working on the next generation. Building on Sparkle 1.0, this release is trained for document work: it searches a document base, answers from what it finds, and says so when the answer isn't there. Better document Q&A: 91.0 vs 89.5 for Sparkle 1.0 Fewer made-up answers: correctly declines 91.5% of questions whose answer isn't in the documents, up from 74% for Sparkle 1.0 Efficient…

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