Ionio-Research

Ionio-Research is the dedicated research wing of Ionio Blogs. Discover insights, experiments, and innovations from our research team.

Featured

• Author-Style Steering via Contrastive Activation Vectors

  18 Jan, 2026

  A complete, reproducible pipeline for author-style steering in language models using contrastive activation vectors across mid-level transformer layers.

• Quantized LLM Benchmark Study 2025

  15 Sep, 2025

  Comprehensive benchmark study of quantized large language models, evaluating performance metrics, inference speed, and memory efficiency across various quantization techniques.

• 2025 Edge Speech-to-Text Model Benchmark

  30 Jul, 2025

  A practical and neutral benchmark of seven leading STT models, including open-source and proprietary APIs, based on real-world transcription challenges and diverse audio.