LearnLM in Gemini

Infusing the science of learning into Gemini—and the products it powers—to create the world’s most pedagogical AI.

Learning Science Principles

Improving Gemini for learning

Adhering to learning science principles, LearnLM is designed to help create even more powerful and personalized ways to learn.

Learn more about our pedagogical framework designed to build generative AI environments with our Pedagogical Framework research article. 


What is LearnLM?

Built in collaboration with experts in education, LearnLM represents our capabilities fine-tuned for learning informed by rigorous research. These advancements and improvements are now available directly in Gemini, enhancing educational experiences and applications.

Scaling reliable, effective math tutoring in UK mathematics classrooms

Google Deepmind and Eedi launched a scaled 10-week study with 1,179 UK students to evaluate how an AI tutor combining Eedi's diagnostic engine with Gemini capabilities compared to support from expert human tutors and standard static support. Relative to last year’s study with Eedi, Gemini’s pedagogical quality improved by nearly 25%, with the approval rate by expert reviewers from 76% to 95%. Across in-platform tasks and mid-trial quizzes, students receiving AI tutoring matched the learning gains of those paired with human tutors.


Scaling reliable, effective math tutoring in UK mathematics classrooms

Google Deepmind and Eedi launched a scaled 10-week study with 1,179 UK students to evaluate how an AI tutor combining Eedi's diagnostic engine with Gemini capabilities compared to support from expert human tutors and standard static support. Relative to last year’s study with Eedi, Gemini’s pedagogical quality improved by nearly 25%, with the approval rate by expert reviewers from 76% to 95%. Across in-platform tasks and mid-trial quizzes, students receiving AI tutoring matched the learning gains of those paired with human tutors.


Gemini’s Guided Learning shown to boost learning outcomes in math for Sierra Leone students

To assess the impact of Gemini on students’ learning outcomes, we partnered with Fab AI to conduct a pre-registered randomized controlled trial (RCT) with 1763 students from junior secondary school (Grades 7 and 8) in Sierra Leone. The results demonstrate that engaging with Gemini's Guided Learning mode for at least 12 hours over the 8-week trial significantly improved students' learning, giving them a large boost—equivalent to moving a student from the 50th to the 64th percentile in mathematics. By standard conversion, that gain reflects roughly 1.8 to 2.5 years of extra learning progress.



Research suggests that AI tutoring has the potential to help deliver effective, individualized learning support at scale

Partnering with Eedi, we tested LearnLM—our purpose-built model for learning now infused into Gemini capabilities—by integrating it into chat-based math tutoring, supervised by experienced teachers. LearnLM proved to be reliable, with only 0.1% of all messages containing factual errors. Students who received short tutoring sessions from LearnLM were 5.5 percentage points more likely to solve novel problems on subsequent topics than students who worked with human tutors alone. Read more in our technical report.


With LearnLM infused, Gemini 2.5 is the leading model for learning

In a head-to-head competition, educators and experts preferred Gemini 2.5 Pro over other models when evaluating its pedagogy and effectiveness in helping with learning goals across a diverse range of scenarios. 2.5 Pro also outperformed competitors on every one of the five principles of learning science used to build AI systems for learning.



System Instructions

Prompting LearnLM

With appropriate system instructions, Gemini can leverage LearnLM’s research and grounding in learning science to elicit pedagogical behavior. Our prompt guide provides sample instructions and prompts to see this in action.

Trusted testers and partners

  • Miami Dade County Public Schools logo
  • Brainly
  • Coursera
  • Eedi
  • ASU
  • Columbia Teachers College
  • NYU Tisch
  • Khan Academy
  • Raspberry Pi Foundation
  • Kayma
LearnLM

Empowering every teacher to reach every student with LearnLM

Applying generative AI, we’re exploring how to empower teachers to tailor lessons and content to individual students' needs to amplify learning impact.

Experience LearnLM in Gemini

With LearnLM infused, Gemini adheres to model safety policies with education-specific evaluations and red teaming protocols built in. Gemini aims to align with a set of policy guidelines and is governed by Google’s Prohibited Use Policy.

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