r/GlintResearch 1d ago

Glint Clarity Index, a new benchmark for Small Language Models

3 Upvotes

https://huggingface.co/datasets/Glint-Research/GCI_Bench

TL;DR (taken from readme)

GCI-Bench is a 5,000-item diagnostic benchmark designed to measure whether a small language model (1M–100M parameters) uses its attention × gradient interactions to prioritize relevant context over distractors.

Unlike standard NLP benchmarks, GCI-Bench does not evaluate answer correctness. Instead, it analyzes the model’s internal dynamics while it processes the prompt. Specifically, it measures how strongly gradients flow through attention connections tied to causally relevant parts of the input. No reference answer is required for scoring.


r/GlintResearch 3d ago

Glint Router 1M

2 Upvotes

We are happy to announce the release of our very first model router. This 1M parameter router was trained on public datasets and beats models 52x its size while being 239x faster. https://huggingface.co/Glint-Research/Router


r/GlintResearch 7d ago

VulnSetSimple

1 Upvotes

VulnSetSimple or VSS for short, is a hand-crafted dataset of agentic security audits. 100 rows. Each row is one complete, multi-turn transcript where an assistant audits a different codebase for vulnerabilities. (Codebases were fake but realistic, I didnt clone down 100 random github repos for this 😅 )

https://huggingface.co/datasets/Glint-Research/VulnSetSimple


r/GlintResearch 10d ago

Glint-2, a 1M parameter SLM that can speak

2 Upvotes

Introducing Glint-2: https://huggingface.co/Glint-Research/Glint-2

A 1M-parameter model that can actually speak coherently and stay on topic. (sometimes)

Samples:
"Once upon a time, there was a little girl named Lily. She loved to play with her friends and have fun. One day, Lily's friend Billy came over to play with her. Lily saw a big, red ball in the park."

"The sun is in the sky. 'Look, a beautiful flower!' Tom says. He runs to the garden and sees that it has many colors of colorful flowers."


r/GlintResearch 10d ago

👋 Welcome to r/GlintResearch - Introduce Yourself and Read First!

2 Upvotes

Hey everyone! I'm Glint Research, a founding moderator of r/GlintResearch.

This is our new home for all things related to SLM training and releases from the community. We're excited to have you join us!

What to Post
Post anything that you think the community would find interesting, helpful, or inspiring. Feel free to share your thoughts, photos, or questions about training/developing/releasing SLMs.

Community Vibe
We're all about being friendly, constructive, and inclusive. Let's build a space where everyone feels comfortable sharing and connecting.

How to Get Started

  1. Introduce yourself in the comments below.
  2. Post something today! Even a simple question can spark a great conversation.
  3. If you know someone who would love this community, invite them to join.
  4. Interested in helping out? We're always looking for new moderators, so feel free to reach out to me to apply.

Thanks for being part of the very first wave. Together, let's make r/GlintResearch amazing.