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Kaggle Benchmarking Challenge

This is the official tag for submissions and announcements related to the Kaggle Benchmarking Challenge.

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I let 10 AI models grade their own homework. Only 2 went easy on themselves.

Kaggle Benchmarking Challenge Submission

I let 10 AI models grade their own homework. Only 2 went easy on themselves.

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Comments 2
12 min read
AI Models Have a Spine Until You Give Them a Manager

Kaggle Benchmarking Challenge Submission

AI Models Have a Spine Until You Give Them a Manager

3
Comments 11
5 min read
RoboVerity: Benchmarking AI Models on Robotics Safety Decisions

RoboVerity: Benchmarking AI Models on Robotics Safety Decisions

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Comments 1
3 min read
I Asked 11 AI Models to Predict My Race Splits. Once I Named the Race, 5 Clearly Beat My Model

Kaggle Benchmarking Challenge Submission

I Asked 11 AI Models to Predict My Race Splits. Once I Named the Race, 5 Clearly Beat My Model

3
Comments 1
16 min read
I Benchmarked 3 LLMs on Clinical Care-Management Tasks — They Prescribe the Drug and Skip the Safety Check

Kaggle Benchmarking Challenge Submission

I Benchmarked 3 LLMs on Clinical Care-Management Tasks — They Prescribe the Drug and Skip the Safety Check

Comments 1
4 min read
My benchmark scored GPT-5.4 mini 1.00 by silently skipping the 3 questions it failed

Kaggle Benchmarking Challenge Submission

My benchmark scored GPT-5.4 mini 1.00 by silently skipping the 3 questions it failed

1
Comments 3
8 min read
I Benchmarked Whether AI Models Forget Corrections. The Answer Surprised Me.

Kaggle Benchmarking Challenge Submission

I Benchmarked Whether AI Models Forget Corrections. The Answer Surprised Me.

Comments 1
4 min read
LLMs Pass the Data-Science Quiz, Then Give Different Advice: A Kaggle Benchmark of 36 Measured Judgment Calls

Kaggle Benchmarking Challenge Submission

LLMs Pass the Data-Science Quiz, Then Give Different Advice: A Kaggle Benchmark of 36 Measured Judgment Calls

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Comments 4
7 min read
To Rephrase or Not to Rephrase: Will AI Change Its Answer If I Ask Differently?

Kaggle Benchmarking Challenge Submission

To Rephrase or Not to Rephrase: Will AI Change Its Answer If I Ask Differently?

2
Comments 4
6 min read
Can an LLM name the WCAG criterion a snippet violates? A 6-case RGAA benchmark on Kaggle

Kaggle Benchmarking Challenge Submission

Can an LLM name the WCAG criterion a snippet violates? A 6-case RGAA benchmark on Kaggle

Comments
5 min read
Cents Matter: Does a Model Notice When One Financial Fact Changes?

Kaggle Benchmarking Challenge Submission

Cents Matter: Does a Model Notice When One Financial Fact Changes?

1
Comments 7
6 min read
I showed AI the buggy code. Its tests started protecting the bug.

Kaggle Benchmarking Challenge Submission

I showed AI the buggy code. Its tests started protecting the bug.

1
Comments 4
8 min read
DeployGuard: Can AI Diagnose Deployment Logs Without Guessing?

Kaggle Benchmarking Challenge Submission

DeployGuard: Can AI Diagnose Deployment Logs Without Guessing?

1
Comments
6 min read
AgentToolEval: Grading How LLM Agents Use Tools, Not Just What They Answer

Kaggle Benchmarking Challenge Submission

AgentToolEval: Grading How LLM Agents Use Tools, Not Just What They Answer

9
Comments 1
8 min read
Asked to undo a commit, 19 of 36 models destroyed work nobody mentioned

Kaggle Benchmarking Challenge Submission

Asked to undo a commit, 19 of 36 models destroyed work nobody mentioned

Comments 9
6 min read
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