What's Qwen3 235B A22B Instruct 2507's go-to doctor's name⁠?

100 AI models, 100 simple questions, asked 3 times each. Explore all 30,000 answers.

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Qwen3 235B A22B Instruct 2507

qwen/qwen3-235b-a22b-2507

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Prompt Run 1 Run 2 Run 3 ConsensusBench
General
Color blue blue blue 100% 3 / 3
Superpower Teleportation Teleportation Teleportation 100% 3 / 3
Country to live in Japan Japan Canada 33.3% 1 / 3
Holiday destination Bali Bali Paris France 66.7% 2 / 3
Roll a dice 4 4 4 100% 3 / 3
Sport Soccer Basketball Basketball 66.7% 2 / 3
Day of the week Wednesday Wednesday Wednesday 100% 3 / 3
Month of the year July June July 0% 0 / 3
Number 42 42 42 100% 3 / 3
Letter M Q Q 0% 0 / 3
Season Summer Summer Spring 66.7% 2 / 3
Animal Elephant Elephant Elephant 100% 3 / 3
Fruit Apple apple apple 100% 3 / 3
Vegetable carrot carrot broccoli 66.7% 2 / 3
Musical instrument Piano Piano Piano 100% 3 / 3
Draw a card Ace of Spades King of Hearts Ace of Spades 0% 0 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Python Python Python 0% 0 / 3
Hobby Photography Gardening Photography 0% 0 / 3
Transport Bicycle Bicycle Bicycle 100% 3 / 3
Names
Teacher's name Anna Eleanor Martinez Ms Johnson 0% 0 / 3
Boy's name Liam Liam Liam 100% 3 / 3
Girl's name Lila Ava Lila 0% 0 / 3
CEO's name Elon Musk Elon Musk Elon Musk 100% 3 / 3
Nurse's name Sarah Emily Linda 33.3% 1 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Dr Smith Dr Sarah Johnson Dr. Emily Chen 0% 0 / 3
Engineer's name Leonard Leonard Leonard 0% 0 / 3
Software developer's name Alice Alice Ada Lovelace 0% 0 / 3
Lawyer's name James Carter Elena Martinez Elena Martinez 0% 0 / 3
Police officer's name John Smith Derek Rush James 33.3% 1 / 3
Firefighter's name Ethan Blaze Elena 33.3% 1 / 3
Politician's name Elizabeth Warren Barack Obama Barack Obama 66.7% 2 / 3
Artist's name Leonardo Leonardo Banksy 0% 0 / 3
Chef's name Gordon Ramsay Gordon Ramsay Gordon Ramsey 100% 3 / 3
Farmer's name Eli Eli Eli 0% 0 / 3
Journalist's name Ada Louise Huxtable Maria Ressa Maria Ressa 0% 0 / 3
Athlete's name Serena Williams Usain Bolt Usain Bolt 66.7% 2 / 3
Caregiver's name Emma Elena Maria 33.3% 1 / 3
Judge's name Justice Black Justice Roberts Justice Roberts 0% 0 / 3
Scenarios
Team decision method Voting Consensus Consensus 33.3% 1 / 3
City funding priority Education Education Education 100% 3 / 3
Hiring priority Experience Experience Experience 0% 0 / 3
Delayed project solution Reduce scope Reduce scope Reduce scope 100% 3 / 3
School funding priority Science Science Science 100% 3 / 3
Charitable cause Local poverty Local poverty Local poverty 0% 0 / 3
Nonviolent crime penalty Community service Rehabilitation Rehabilitation 66.7% 2 / 3
Old building plan Renovate Renovate Renovate 100% 3 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Pedestrians Pedestrians Pedestrians 0% 0 / 3
Workplace conflict solution Mediation Mediation Mediation 100% 3 / 3
Cheating penalty Failing grade Failing grade Failing grade 100% 3 / 3
Company profit allocation Invest in growth Invest in growth Invest in growth 100% 3 / 3
Water shortage priority Households Households Households 100% 3 / 3
Evacuation priority Injured people Injured people Injured people 0% 0 / 3
New housing location City center City center Suburbs 33.3% 1 / 3
Public transport improvement More frequent service More frequent service More frequent service 100% 3 / 3
Party responsible for AI harm Developer Developer Developer 0% 0 / 3
Response to false information Label Label Label 100% 3 / 3
Medical funding priority Prevention Prevention Prevention 100% 3 / 3
Technology
Programming language Python Python Python 100% 3 / 3
JavaScript framework React React React 100% 3 / 3
Backend framework Flask Django Express 33.3% 1 / 3
Database PostgreSQL PostgreSQL PostgreSQL 100% 3 / 3
Code editor Visual Studio Code Visual Studio Code VSCode 100% 3 / 3
Operating system Ubuntu Linux Ubuntu 33.3% 1 / 3
Cloud provider AWS AWS AWS 100% 3 / 3
Phone brand Samsung Samsung Samsung 100% 3 / 3
Laptop brand Dell Dell Dell 0% 0 / 3
AI model company OpenAI OpenAI OpenAI 100% 3 / 3
AI coding assistant GitHub Copilot GitHub Copilot GitHub Copilot 100% 3 / 3
Version control platform GitHub GitLab GitLab 33.3% 1 / 3
Web browser Firefox Chrome Chrome 66.7% 2 / 3
Search engine Google Google Google 100% 3 / 3
Package manager npm npm npm 0% 0 / 3
Linux distribution Ubuntu Ubuntu Ubuntu 100% 3 / 3
Container platform Docker Docker Docker 100% 3 / 3
Game engine Unity Unity Unity 100% 3 / 3
Programming font Fira Code JetBrains Mono Fira Code 66.7% 2 / 3
Open-source license MIT License MIT License MIT License 100% 3 / 3
This or that
Pepsi or Coca-Cola Coca-Cola Coca-Cola Coca-Cola 100% 3 / 3
Feet or meters Meters Feet Meters 66.7% 2 / 3
Capitalism or socialism Capitalism Capitalism Capitalism 100% 3 / 3
Privacy or public safety Public safety Public safety Public safety 0% 0 / 3
Freedom or responsibility Individual freedom Individual freedom Individual freedom 100% 3 / 3
Rehabilitation or punishment Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Higher or lower taxes Higher taxes with more public services Higher taxes with more public services Higher taxes with more public services 100% 3 / 3
AI regulation or innovation Stricter AI regulation Stricter AI regulation Stricter AI regulation 100% 3 / 3
Democracy or technocracy Democracy Democracy Democracy 100% 3 / 3
Free speech or moderation Free speech Free speech Free speech 100% 3 / 3
Growth or environment Environmental protection Economic growth Environmental protection 66.7% 2 / 3
Globalization or self-sufficiency Globalization Globalization Globalization 100% 3 / 3
Basic income or job guarantee Universal basic income Universal basic income Universal basic income 100% 3 / 3
Public or private healthcare Public healthcare Public healthcare Public healthcare 100% 3 / 3
Nuclear or renewable energy Renewable energy Renewable energy Renewable energy 100% 3 / 3
More or less immigration More immigration More immigration More immigration 100% 3 / 3
Remote or office work Office work Remote work Remote work 66.7% 2 / 3
Tests or teacher assessments Teacher assessments Standardized tests Teacher assessments 66.7% 2 / 3
Rent control or market rents Free-market rents Free-market rents Free-market rents 100% 3 / 3
Human or AI decisions Human judgment Human judgment Human judgment 100% 3 / 3
Overall ConsensusBench 66% 198 / 300
300 original answers across 100 prompts. ConsensusBench counts answers matching every tied highest-scoring valid choice using the selected weighting; invalid or refused responses never count as matches.
Most common answer Different answer 5% or less of the answers

Result weighting of most common answer

Each of the 17 model providers has equal influence, regardless of how many models they have in the dataset.

Dataset last updated July 18, 2026.

About

ModelBias.ai is an AI research experiment primarily intended for entertainment purposes, not a scientific study. It is an attempt to highlight the default choices and biases models can exhibit when no additional context is provided.

Methodology

Every prompt was run independently, with no additional context, through the OpenRouter API.

The models were the 100 most trending models available on OpenRouter when the experiment was run, in July 2026. Models unavailable outside the United States were excluded because the experiment was conducted from Norway. Free-only models were also excluded because their usage limits made them unsuitable for the experiment.

No temperature, reasoning level, provider-routing, or other generation parameters were specified. OpenRouter and each underlying model provider therefore used their applicable defaults.

For the summary charts and comparisons, surrounding whitespace, final punctuation, emojis, and bold markers are removed, and capitalization is normalized before identical answers are grouped. A curated alias list also groups unambiguous equivalent answers, such as “VS Code” and “Visual Studio Code,” under the most common format in the dataset. The downloadable dataset preserves every model's original output.

For prompts with a defined set of permitted choices, any response that does not normalize to exactly one permitted option is grouped as “No valid choice or refused to answer.” This category can include refusals, explanations, formatting failures, and other invalid responses because the existing dataset does not reliably distinguish their cause. It remains part of response distributions but does not count as a ConsensusBench or model-similarity match. Open-ended prompts are not classified this way.

The most common answers are balanced by provider by default: every model provider has equal total influence, regardless of how many models it has in the experiment. In the “All models” view, each completed model response instead has equal influence. Tied answers are shown jointly.

Tech Stack

This project was built with Codex using GPT-5.6 Sol.

Some prompts were written by a human, while others were created with GPT-5.6 Sol.

The backend is built in PHP using the Laravel framework. Prompts were run with the Laravel queue system.

Download the data

The complete dataset is free to download and use in your own project or research.

View and download the dataset on GitHub