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llm-robustness

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SuperBruceJia / promptcraft

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PromptCraft is a prompt perturbation toolkit from the character, word, and sentence levels for prompt robustness analysis. PyPI Package: pypi.org/project/promptcraft

prompt prompt-toolkit sentence-paraphrasing natural-language-prompts large-language-models llm prompt-engineering prompt-generator llms prompt-optimization prompt-perturbation prompt-robustness llm-robustness llms-adversarial-attack character-editing word-manipulation
  • Updated Jan 3, 2024
  • Python

Sappymukherjee214 / Effect-of-data-noise-on-LLM-learning

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This project quantifies the geometric and structural "break-point" of LLM representations under data corruption. Using Intrinsic Dimension and CKA mapping, it identifies the exact transformer layers where noise destroys semantic alignment and triggers Uncertainty Calibration collapse.

machine-learning transformers pytorch representation-learning manifold-learning information-bottleneck data-corruption adversarial-attack llm-robustness intrinsic-dimensionality multimodal-ai semantic-drift bayesian-uncertainty clip-vlm cka-analysis
  • Updated Mar 31, 2026
  • Python

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