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Computational semiotics is empirically proven. It takes three to tango 💃🪩🕺

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reacted to theirpost with 👀 about 12 hours ago
A single forward pass of the frozen Qwen-2.5-7B model plus a lightweight classifier reaches 0.866 plus or minus 0.011 AUC on the full TruthfulQA-MC2 benchmark. No adapters. No fine-tuning. No extra parameters on the backbone. This is the strongest hidden-state truthfulness detector reported on the benchmark to date. The same latent features that the SRT-NLA-AV-v1 demo reads out as coherent natural-language verbalizations turn out to be rich enough to support production-grade auditing for honesty versus hallucination. The internal semiotic infrastructure we have been exploring in public is already information-dense enough to solve hard downstream problems with almost trivial overhead. You can watch the underlying latent geometry in action right here: https://huggingface.co/spaces/RiverRider/srt-nla-av-v1-demo Full code, artifacts, and reproduction steps are in the repository: https://github.com/space-bacon/SRT Try the Glass Box https://huggingface.co/spaces/RiverRider/srt-nla-demo
posted an update 4 days ago
A single forward pass of the frozen Qwen-2.5-7B model plus a lightweight classifier reaches 0.866 plus or minus 0.011 AUC on the full TruthfulQA-MC2 benchmark. No adapters. No fine-tuning. No extra parameters on the backbone. This is the strongest hidden-state truthfulness detector reported on the benchmark to date. The same latent features that the SRT-NLA-AV-v1 demo reads out as coherent natural-language verbalizations turn out to be rich enough to support production-grade auditing for honesty versus hallucination. The internal semiotic infrastructure we have been exploring in public is already information-dense enough to solve hard downstream problems with almost trivial overhead. You can watch the underlying latent geometry in action right here: https://huggingface.co/spaces/RiverRider/srt-nla-av-v1-demo Full code, artifacts, and reproduction steps are in the repository: https://github.com/space-bacon/SRT Try the Glass Box https://huggingface.co/spaces/RiverRider/srt-nla-demo
updated a Space 5 days ago
RiverRider/srt-nla-demo
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