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R2Adapter is a lightweight routing and rewriting adapter that dynamically allocates queries between vanilla and graph-based RAG, reducing graph-based RAG usage by up to 59% while maintaining accuracy in multi-hop QA benchmarks.
This article evaluates the 'Rewrite It In Rust' movement in 2026, discussing real-world performance gains, challenges like new bugs and platform support, and advocating for incremental rewriting over full rewrites.
Mispher is a device for Mac that enables dictation, rewriting, translation, and includes an AI agent for transcription.
This paper proposes CR4T, a model-agnostic safeguarding framework that rewrites unsafe or refusal-style LLM outputs into developmentally appropriate, guidance-oriented responses for adolescents, offering a more human-centered alternative to traditional refusal-centric guardrails.
This paper introduces open-book benign rewriting (OBBR) as a proactive defense against backdoor attacks on LLMs, showing it neutralizes harmful content by projecting to benign prompts, and improves safety by 51% over state-of-the-art defenses.