Papers by Priyansh Srivastava
Nine Ways to Break Copyright Law and Why Our LLM Won’t: A Fair Use Aligned Generation Framework (2025.findings-emnlp)
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Aakash Sen Sharma, Debdeep Sanyal, Priyansh Srivastava, Sundar Athreya H, Shirish Karande, Mohan Kankanhalli, Murari Mandal
| Challenge: | Large language models (LLMs) often risk copyright infringement by reproducing protected content verbatim or with insufficient transformative modifications. |
| Approach: | They propose a legally-grounded framework to align LLM outputs with fair-use doctrine . LAW-LM uses a dataset containing 18,000 expert-validated examples . |
| Outcome: | The proposed framework aligns outputs with fair-use doctrine and is validated by 18,000 experts. |