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---
license: mit
task_categories:
- text-classification
size_categories:
- 10K<n<100K
---
# OSS-License-Terms
## Introduction
We collected 55,183 unique license sentences from 3,238 open-source software (OSS) licenses. From these, we randomly selected 19,883 sentences (36.03%) for joint annotation of license terms and attitudes, forming our supervised dataset. The remaining 35,300 license sentences constitute our unsupervised dataset. This unsupervised dataset is used exclusively for Domain-Adaptive Pre-Training (DAPT) to enhance the model's domain adaptability. During the Supervised Fine-Tuning (SFT) stage, we randomly split the 19,883 annotated sentences from the supervised dataset into training, validation, and test sets at a ratio of 7:1:2, comprising 13,919, 1,988, and 3,976 license sentences, respectively.
Based on this dataset, we developed [the first LLM dedicated to identifying OSS license terms](https://huggingface.co/AnonymousAuthors/License-Llama3-8B). [Our work has been accepted for publication in the proceedings of the 47th International Conference on Software Engineering(ICSE 2025).](https://conf.researchr.org/details/icse-2025/icse-2025-industry-challenge-track/6/Exploring-Large-Language-Models-for-Analyzing-Open-Source-License-Conflicts-How-Far-)
## Definition of License Terms and Attitudes
License terms refer to the formal and standardized descriptions of software usage conditions, with each term representing a type of action a user (licensee) may perform. We collected 27 common license terms, covering 14 rights and 13 obligations.
We categorize the attitudes expressed in license terms into three types: MUST, CANNOT, and CAN. These represent what a licensee is obligated to do, prohibited from doing, and permitted to do, respectively, when using and distributing software protected by an OSS license.
```python
Terms = {
'Place Warranty': 'offer warranty protection (or other support), place warranty on the software licensed',
'Add License Terms': 'provide additional license terms',
'Add Own Notices': 'add own notices in derivative works',
'Ask Distribution Fee': 'ask a fee to distribute a copy',
'Combine Libraries': 'place side by side with a library (that is not an application or covered work)',
'Copy': 'reproduce the original work in copies',
'Distribute': 'distribute original or modified derivative works',
'Modify': 'modify the software and create derivatives',
'Grant Patents': 'grant rights to use copyrighted patents by the licensor, practice patent claims of contributors to the code',
'Publicly Display': 'display the original work publicly',
'Publicly Perform': 'perform the original work publicly',
'Sublicense': 'incorporate the work into something that has a more restrictive license',
'Commercial Use': 'use the software for commercial purposes',
'Private Use': 'use or modify the software freely or privately without distributing it',
'State Changes': 'state significant changes made to the software, cause modified files to carry prominent notices',
'Add Statement For Additional Terms': 'place a statement of the additional terms that apply',
'Retain Copyright Notice': 'retain the copyright notice in all copies or substantial uses of the work.',
'Include License': 'include the full text of license(license copy) in modified software',
'Include Notice': 'notice text needs to be distributed (if it exists) with any derivative work',
'Offer Source Code': 'disclose your source code when you distribute the software and make the source for the library available',
'Rename': 'the name of the derivative work must differ from original, change software name as to not misrepresent them as the original software',
'Retain Disclaimer': 'redistributions of source code must retain disclaimer',
'Use TradeMark': 'use contributor’s name, trademark or logo',
'Give Credit': 'give explicit credit or acknowledgement to the author with the software',
'Include Install Instructions': 'include build & install instructions necessary to modify and reinstall the software',
'Liable for Damages': 'the licensor cannot be held liable for any damages arising from the use of the software',
'Keep Same License': 'distribute the modified or derived work of the software under the terms and conditions of this license'
}
Attitudes = {"CAN": "Indicates that the licensee can perform the actions, commonly used expressions include: hereby grants to you, you may, you can",
"CANNOT": "Indicates that the licensee is not allowed to perform the actions, commonly used expressions include: you may not, you can not, without, prohibit, refuse, disallow, decline, against",
"MUST": "Indicates that the licensee must perform the actions, commonly used expressions include: you must, you should, as long as, shall, provided that, ensure that, ask that, have to"}
```