Show HN: SRT-Adapter: 0.99 AUROC, perplexity win and 16.7× recall (0.19%)
Category: ai-ml
Tags: nlp, adapter, semiotics, interpretability, llm
Score: 7.3/10 (Innovation: 8, Technical: 9, Documentation: 8, Utility: 5)
SRT-Adapter is an inference-only adapter for frozen language models, adding semiotic awareness through four novel readout channels tracking discourse communities, meaning divergence, and factuality regime. Its innovative approach combines computational semiotics with large language models, achieving significant improvements in community recall and reflexivity estimation without degrading language modeling performance.
Target audience: ai researchers, machine learning engineers, nlp practitioners
Repository: https://huggingface.co/RiverRider/srt-adapter-v8a
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