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README.md
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JEVision currently has functional checks for typed responses, image routing, and long request acceptance, plus the recorded real-photo example above. The public JevBench examples were used to fit and select the text adapter, so accuracy on those examples is not an independent benchmark result. A separate 33-question grouped text test recorded 21 correct (63.6%) with a 4,096-token cap. This small test does not measure the visual route or long-context answer quality. The 80,000-token value is a service limit, and requests beyond it are rejected instead of silently truncated. The comparisons below describe these specific text panels; they are not a broad accuracy, latency, or cost claim.
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, **in-sample** because those labels were used during training and selection. The grouped test is the separate 33-question check. Neither panel evaluates the visual route.
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JEVision currently has functional checks for typed responses, image routing, and long request acceptance, plus the recorded real-photo example above. The public JevBench examples were used to fit and select the text adapter, so accuracy on those examples is not an independent benchmark result. A separate 33-question grouped text test recorded 21 correct (63.6%) with a 4,096-token cap. This small test does not measure the visual route or long-context answer quality. The 80,000-token value is a service limit, and requests beyond it are rejected instead of silently truncated. The comparisons below describe these specific text panels; they are not a broad accuracy, latency, or cost claim.
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The public-panel result for JEVision is 231/231 (100%), **in-sample** because those labels were used during training and selection. The grouped test is the separate 33-question check. Neither panel evaluates the visual route.
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