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CodeLicensingExploration

This repository contains the reproduction and extra material for the paper:

An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets

Presented at FORGE 2024

Tertiary study

The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.

The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.

Copyleft Dataset

We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.

We include the date we accessed each file to assist in reproducing our results.

Code

The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.

Dataset

We uploaded the dataset of leading comments to huggingface.

Citation

@inproceedings{katzy2024exploratory, title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets}, author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh}, booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering}, pages={}, year={2024}, organization={ACM} }

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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models.md
models.md
Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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models.md
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Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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models.md
Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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Repository files navigation
CodeLicensingExploration
This repository contains the reproduction and extra material for the paper:
An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets
Presented at FORGE 2024
Tertiary study
The list of papers and the raw data extracted from the tertiary study can be found in the file Tertiary_raw.csv.
The models extracted from the investigation, including references to their respective papers, which couldn't be fully included in the research paper due to space constraints, can be found in the file models.md.
Copyleft Dataset
We provide a list of all repositories that we downloaded to create the dataset of copyleft files in the folder strong_copyleft.
We include the date we accessed each file to assist in reproducing our results.
Code
The code that was used to extract comments, look for licenses, and cleaning PII from the comments dataset can be found in the folder src.
Dataset
We uploaded the dataset of leading comments to huggingface.
Citation
@inproceedings{katzy2024exploratory,
title={An Exploratory Investigation into Code License Infringements in Large Language Model Training Datasets},
author={Katzy, Jonathan and Popescu, Razvan-Mihai and van Deursen, Arie and Izadi, Maliheh},
booktitle={FORGE ’24: 1st International Conference on AI foundation models and software engineering},
pages={},
year={2024},
organization={ACM}
}
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