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Initial commit: HumanStudy-Bench community contribution hub
12 foundational studies, contributor tutorial docs, Next.js website, CI validation pipeline with contributor attribution checks.
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‎.github/workflows/sync-studies-index.yml‎

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name: Sync studies index
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on:
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push:
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branches: [dev, main]
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paths:
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- "studies/**"
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- "scripts/build_studies_index.py"
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jobs:
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rebuild:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- uses: actions/setup-python@v5
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with:
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python-version: "3.11"
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- name: Build studies index
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run: python scripts/build_studies_index.py
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- name: Commit updated index
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uses: stefanzweifel/git-auto-commit-action@v5
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with:
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commit_message: "chore: rebuild studies_index.json"
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file_pattern: co_website/data/studies_index.json

‎.github/workflows/validate-studies.yml‎

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name: Validate studies
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on:
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pull_request:
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branches: [dev, main]
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paths:
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- "studies/**"
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- "scripts/build_studies_index.py"
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- "scripts/verify_study.sh"
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jobs:
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validate:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- uses: actions/setup-python@v5
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with:
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python-version: "3.11"
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- name: Install dependencies
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run: pip install -r requirements.txt
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- name: Build studies index
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run: python scripts/build_studies_index.py
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- name: Verify changed studies
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run: |
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# Find study directories changed in this PR
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CHANGED_STUDIES=$(git diff --name-only origin/${{ github.base_ref }}...HEAD -- studies/ | grep -oP 'studies/[^/]+' | sort -u)
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if [ -z "$CHANGED_STUDIES" ]; then
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echo "No study directories changed."
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exit 0
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fi
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for study_path in $CHANGED_STUDIES; do
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study_id=$(basename "$study_path")
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echo "--- Verifying $study_id ---"
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bash scripts/verify_study.sh "$study_id"
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echo ""
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done
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- name: Verify contributor attribution
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env:
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PR_AUTHOR: ${{ github.event.pull_request.user.login }}
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run: |
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CHANGED_STUDIES=$(git diff --name-only origin/${{ github.base_ref }}...HEAD -- studies/ | grep -oP 'studies/[^/]+' | sort -u)
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if [ -z "$CHANGED_STUDIES" ]; then
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exit 0
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fi
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FAILED=0
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for study_path in $CHANGED_STUDIES; do
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INDEX="$study_path/index.json"
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if [ ! -f "$INDEX" ]; then
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continue
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fi
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# Check if any contributor github field contains the PR author's username
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MATCH=$(python3 -c "
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import json, sys
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with open('$INDEX') as f:
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data = json.load(f)
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contributors = data.get('contributors', [])
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if not contributors:
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print('MISSING')
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sys.exit(0)
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author = '$PR_AUTHOR'.lower()
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for c in contributors:
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gh = c.get('github', '').lower()
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# Match 'username' or 'https://github.com/username'
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if gh.rstrip('/').split('/')[-1] == author:
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print('MATCH')
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sys.exit(0)
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print('MISMATCH')
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")
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study_id=$(basename "$study_path")
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if [ "$MATCH" = "MISSING" ] || [ "$MATCH" = "MISMATCH" ]; then
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echo "::error file=$INDEX::Contributor check failed for $study_id. Your GitHub username is '$PR_AUTHOR'. Please add the following to your index.json:%0A%0A\"contributors\": [%0A { \"name\": \"Your Name\", \"github\": \"$PR_AUTHOR\" }%0A]"
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FAILED=1
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else
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echo "$study_id: Contributor @$PR_AUTHOR verified."
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fi
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done
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if [ "$FAILED" -eq 1 ]; then
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exit 1
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fi

‎.gitignore‎

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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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# Virtual environments
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venv/
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env/
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ENV/
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.venv
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# IDEs
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.vscode/
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.idea/
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*.swp
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*.swo
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*~
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.DS_Store
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# Jupyter Notebook
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.ipynb_checkpoints
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*.ipynb_checkpoints/
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# Testing
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.pytest_cache/
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.coverage
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htmlcov/
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coverage.xml
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.tox/
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.nox/
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# Type checking
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.mypy_cache/
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.dmypy.json
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dmypy.json
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.pytype/
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# Results and logs
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results/*
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!results/benchmark/
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results/benchmark/study_*/
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results/benchmark/full_benchmark_*.json
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logs/
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*.log
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# Data (except schemas and registry)
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# Uncomment if you want to exclude large study materials
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# studies/*/materials/large_files/
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# Environment variables
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.env
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.env.local
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# OS
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Thumbs.db
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# AI assistants
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.claude/
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.cursor/
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CLAUDE.md
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claude.md
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# co_website and build artifacts (lite branch)
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co_website/.history/
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co_website/node_modules/
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co_website/.next/
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humanstudybench.egg-info/
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dist/
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site/

‎LICENSE‎

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MIT License
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Copyright (c) 2026 Xuan Liu
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.

‎README.md‎

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<div align="center">
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<img src="docs/img/new-HS-bench_logo.png" alt="HumanStudy-Bench Logo" width="300">
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<h1>HumanStudy-Bench: Towards AI Agent Design for Participant Simulation</h1>
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<h3><a href="https://www.hs-bench.clawder.ai">📊 See Leaderboard & Results</a> | <a href="https://arxiv.org/abs/2602.00685">📖 Read the Paper</a></h3>
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[![Release v1.0.0](https://img.shields.io/github/v/release/AISmithLab/HumanStudy-Bench)](https://github.com/AISmithLab/HumanStudy-Bench/releases/tag/v1.0.0)
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[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
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[![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)
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[![Docs](https://img.shields.io/badge/docs-website-blue)](https://www.hs-bench.clawder.ai)
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</div>
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---
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> HumanStudy-Bench is a standardized testbed for replaying human-subject experiments with LLM agents. We currently include **12 foundational studies** — and we need your help to grow the benchmark. This repository is the community contribution hub.
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## How to Contribute a Study
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### 1. Fork and clone
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```bash
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git clone https://github.com/<your-github-id>/HumanStudy-Bench.git
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cd HumanStudy-Bench
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git checkout -b contrib-<yourgithubid>-013
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```
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### 2. Create your study folder
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Add a new directory under `studies/` with the required folders:
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```
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studies/<yourgithubid>_013/
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├── index.json
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├── source/
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├── scripts/
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└── README.md
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```
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See the docs below for what goes inside each folder and the exact schemas:
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| # | Guide | Description |
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|---|-------|-------------|
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| 1 | [What Should I Submit?](https://www.hs-bench.clawder.ai/docs/what_to_submit) | Overview of contribution, required folders and files |
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| 2 | [How to Extract Data from a Paper](https://www.hs-bench.clawder.ai/docs/extract_from_paper) | Paper hierarchy, AI extraction prompt, walkthrough example |
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| 3 | [How to Build Your Study Files](https://www.hs-bench.clawder.ai/docs/build_study_files) | Schemas, code examples, and contracts for each file |
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| 4 | [How to Submit Your Study](https://www.hs-bench.clawder.ai/docs/submit_study) | Fork, verify, push, and open a PR |
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### 3. Verify locally
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```bash
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bash scripts/verify_study.sh <yourgithubid>_013
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```
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### 4. Commit and push
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```bash
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git add studies/<yourgithubid>_013/
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git commit -m "Add study: <Your Study Title>"
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git push origin contrib-<yourgithubid>-013
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```
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### 5. Open a Pull Request
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Open a PR on GitHub targeting the `dev` branch. Maintainers assign final `study_XXX` numbering by merge order. CI runs validation automatically; confirmation is by human review.
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You can also submit a study via **web upload** at [hs-bench.clawder.ai/contribute](https://www.hs-bench.clawder.ai/contribute).
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## Existing Studies
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The 12 foundational studies (cognition, strategic interaction, social psychology) serve as reference examples. Browse them on the [website](https://www.hs-bench.clawder.ai/contribute#studies) or locally under `studies/`.
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## Citation & Hugging Face
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If you use HumanStudy-Bench, please cite:
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```bibtex
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@misc{liu2026humanstudybenchaiagentdesign,
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title={HumanStudy-Bench: Towards AI Agent Design for Participant Simulation},
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author={Xuan Liu and Haoyang Shang and Zizhang Liu and Xinyan Liu and Yunze Xiao and Yiwen Tu and Haojian Jin},
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year={2026},
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eprint={2602.00685},
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archivePrefix={arXiv},
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primaryClass={cs.AI},
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url={https://arxiv.org/abs/2602.00685},
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}
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```
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**Hugging Face:** Benchmark and resources are available on the [Hugging Face Hub](https://huggingface.co/) — `fuyyckwhy/HS-Bench-results`.
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## License
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MIT License. See [LICENSE](LICENSE) for details.

‎co_website/.gitignore‎

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# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
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# dependencies
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/node_modules
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/.pnp
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.pnp.*
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.yarn/*
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!.yarn/patches
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!.yarn/plugins
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!.yarn/releases
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!.yarn/versions
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# testing
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/coverage
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# next.js
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/.next/
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/out/
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# production
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/build
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# misc
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.DS_Store
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*.pem
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# debug
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npm-debug.log*
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yarn-debug.log*
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yarn-error.log*
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.pnpm-debug.log*
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# env files (can opt-in for committing if needed)
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.env*
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# vercel
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.vercel
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# typescript
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*.tsbuildinfo
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next-env.d.ts

‎co_website/README.md‎

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## co_website (HumanStudy-Bench web app)
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Next.js app for:
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- Homepage sections (`Overview`, `Leaderboard`, `Dataset`)
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- Study catalog and study detail pages
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- Contribute flow (upload + PR creation)
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- Docs tab (`/docs`)
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## Local preview
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```bash
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cd co_website
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npm install
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npm run dev
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```
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Open `http://localhost:3000`.
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## Build checks
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```bash
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cd co_website
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npm run lint
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npm run build
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```
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## Study ZIP download
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ZIP downloads are served by:
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- `GET /api/studies/:studyId/zip`
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This endpoint packages `studies/:studyId` directly from the repository.
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## Refreshing effect-size plot data
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Homepage effect-size scatter reads:
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- `public/data/effects/gemini_flash_v4_effect_data.json`
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To refresh:
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1. From repo root: `python scripts/plot_single_fig3_effects.py --export-data /absolute/path/to/co_website/public/data/effects/gemini_flash_v4_effect_data.json`
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2. Rebuild/redeploy the site.

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