• Devpost Devpost
    • Log in
    • Sign up
    Join a hackathon
    Devpost logo

    Devpost

    Participate in our public hackathons

    Hackathons Projects
    Devpost for Teams

    Devpost for Teams

    Access your company's private hackathons

    Login
    Host a hackathon
    Devpost

    Devpost

    Grow your developer ecosystem and promote your platform

    Host a public hackathon
    Devpost for Teams logo

    Devpost for Teams

    Drive innovation, collaboration, and retention within your organization

    Host an internal hackathon

    By use case

    AI hackathons Customer hackathons Employee hackathons Public hackathons
    Resources

    Blog

    Insights into hackathon planning and participation

    Customer stories

    Inspiration from peers and other industry leaders

    Planning guides

    Best practices for planning online and in-person hackathons

    Webinars & events

    Upcoming events and on-demand recordings

    Help desk

    Common questions and support documentation

  • Devpost Devpost
  • Join a hackathon
    • Devpost logo

      Devpost

      Participate in our public hackathons

      Hackathons Projects
      Devpost for Teams

      Devpost for Teams

      Access your company's private hackathons

      Login
  • Host a hackathon
    • Devpost

      Devpost

      Grow your developer ecosystem and promote your platform

      Host a public hackathon
      Devpost for Teams logo

      Devpost for Teams

      Drive innovation, collaboration, and retention within your organization

      Host an internal hackathon

      By use case

      AI hackathons Customer hackathons Employee hackathons Public hackathons
  • Resources
    • Blog

      Insights into hackathon planning and participation

      Customer stories

      Inspiration from peers and other industry leaders

      Planning guides

      Best practices for planning online and in-person hackathons

      Webinars & events

      Upcoming events and on-demand recordings

      Help desk

      Common questions and support documentation

  • Log in
  • Sign up

DS6051 Decoding LLMs Hackathon

Descend
  • Overview
  • My projects
  • Participants (59)
  • Resources
  • Rules
  • Project gallery
  • Updates
  • Discussions
Connect with the participants – support your favorite projects by liking, sharing, and commenting on them.
Safety Evaluation Scorecard for a Legal AI Assistant
Safety Evaluation Scorecard for a Legal AI Assistant

A team project working towards AI safety applied to Google's Gemma-4-E2B model

Winner Winner
ryan-Dallas Dallas Lino De Ros Nathan Todd jacksonpkennedy + 1
9 6
Jailbreak Gemma LLM in the Education Domain
Jailbreak Gemma LLM in the Education Domain

Jailbreaking Gemma 4 E2B models to expose safety gaps in AI lesson planning. Our goal is to highlight developer accountability and urge educators to critically review AI outputs.

Winner Winner
Mason Earp Caroline Kranefuss Grace George Hannah Egl + 1
3 7
TutorTrust (Gemma Says No But Politely)
TutorTrust (Gemma Says No But Politely)

We tried to trick Gemma into cheating - roleplay, sob stories, fake prof permission. Tested 2 languages, 4 judges, and if it acts different when "watched." Results are spicy

Winner Winner
Tiandra Threat Aniyah McWilliams Razan Habboub shaveen327 Saadee
5 9
 Plant Toxicology Control Chatbot Assistant
Plant Toxicology Control Chatbot Assistant

Our plant toxicology and poison control assistant is a model people turn to when they suspect a poisonous plant exposure and need fast, accurate guidance.

Mauricio Torres ssegaloff Segaloff andrewpavlak Pavlak Terry Luedtke
3 10
You've Got Mail! (and maybe a vulnerability)
You've Got Mail! (and maybe a vulnerability)

Evaluate Gemma’s robustness against adversarial evasion by measuring how readily it can be induced to misclassify phishing emails as legitimate through iterative adversarial rewriting.

Arocha09 Rocha bellaelu Lu Asmita Kadam s-aridi Aridi + 1
5 16
Beyond Refusal: Multilingual Content Moderation for Gemma
Beyond Refusal: Multilingual Content Moderation for Gemma

A multilingual content moderation scorecard comparing Gemma-base and Gemma-IT on harm recognition, refusal calibration, and safe steering across red-teaming prompts.

Reed Baumgardner William Brannock skunitzlevy Kunitz-Levy Eddie Anderson + 1
4 8
Automated Grader
Automated Grader

Investigating the safety of an LLM autograder performance on student essays.

Muhammad Amjad Erin Siedlecki Natalie Seah Maggie Crowner + 1
1 9
Personal Finance LLM Scorecard
Personal Finance LLM Scorecard

Project focusing on the personal finance domain regarding budgeting, debt management, credit, investments, and more.

Chase Cha Finn Sjue Harrison Witt msdsjht7m Twomey
7 7
Group 1 - Sophie, Yani, and Mohini
Group 1 - Sophie, Yani, and Mohini

Our project topic is a Love Island based contextual self improvement generator

Mohini Gupta Sophie Kim Yani Iben
5 7
InstiGuard-Gemma
InstiGuard-Gemma

InstiGuard-Gemma: A 5-metric enterprise safety scorecard auditing Gemma-4-E2B variants with a 3-model judge panel, cross-lingual testing, and a novel long-context constraint decay metric.

Tianyin Mao Ethan Elio Meidinger Shawn Ding Rameez Ali + 1
5 6
eduBot.io
eduBot.io

Evaluating the Gemma LLM on it's tutor abilities for elementary science.

Marissa Burton Jarrett Markman Max Ellingsen Cole Whittington
6 8
JANT
JANT

UVA - DS6051 Decoding LLMs Hackathon

Jack Joy Neel Davuluri Adam Chow Timothy Yeh
5 6

1 – 12 of 12

Devpost

  • About
  • Careers
  • Contact
  • Help

Hackathons

  • Browse hackathons
  • Explore projects
  • Host a hackathon
  • Hackathon guides

Portfolio

  • Your projects
  • Your hackathons
  • Settings

Connect

  • Twitter
  • Discord
  • Facebook
  • LinkedIn
© 2026 Devpost, Inc. All rights reserved.
  • Community guidelines
  • Security
  • CA notice
  • Privacy policy
  • Terms of service