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MikaLabs

MikaLabs โ€” Open Models

Open teaching-assistant models for Maths and the Sciences.
Home of the Vector-1 family.

๐ŸŒ mikalabs.org


About

MikaLabs is a STEM education company. This Hugging Face organization is where we publish our open work: the Vector-1 model family โ€” teaching-assistant models built to help educators create real classroom materials in Maths and the Sciences, and small enough to run locally and offline.


The Vector-1 Model Family

Each model identifies itself as Vector, a teaching assistant by MikaLabs.

Model Type Size Status
Vector-L1-4B Light language model 4B โœ… Released
Vector-1-14B Language model 14B ๐Ÿ‹๏ธ In training
Vector-R1 Reasoning model โ€” ๐Ÿ”œ Coming soon
Vector-V1 Vision model โ€” ๐Ÿ”œ Coming soon

The naming follows a simple scheme: L for Light (small, consumer-hardware models), R for Reasoning, V for Vision, and the version number that follows.


Vector-L1-4B โ€” our first release

Vector-L1-4B is the first and smallest member of the family โ€” a 4B-parameter open language model designed to run on modest consumer hardware so that schools and individual teachers can use it locally and offline.

It is built as a teaching-assistant model for educators across Kโ€“12 / secondary Maths, Biology, Chemistry, and Physics, and it punches well above its size at the things teachers actually need:

  • Differentiated worksheets โ€” multi-tier (support / core / extension) question sets with genuine difficulty progression.
  • Professional mark schemes โ€” separating method marks (M) from answer marks (A), the way real exam marking works.
  • Misconception guides โ€” the specific errors students make on a topic, and how to address them.
  • Structured lesson plans โ€” objectives, starters, main activities, and plenaries.
  • Mixed-format questions โ€” short answer, true/false with justification, fill-in-the-blank, calculation, and explain-your-reasoning, without defaulting to multiple choice.
  • Strong instruction-following โ€” handling complex, multi-part requests (e.g. "three tiers, a mark scheme, misconceptions, no multiple choice, output as markdown").
  • Accurate level calibration and clean, ready-to-use output with no conversational filler.

License: Apache 2.0 ยท Language: English ยท Domain: Kโ€“12 / secondary Maths and the Sciences

Vector-L1-4B is a teaching aid, not a substitute for a qualified teacher's judgement. It is not intended for high-stakes or unsupervised assessment without human review, and it is specialised โ€” general chat, coding, and non-STEM subjects are out of scope.


About MikaLabs

To learn more about our wider STEM education work, visit mikalabs.org.

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