AINeutralarXiv – CS AI · 7h ago6/10
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ImmigrationQA: A Source-Grounded Dataset and Small-Model Adaptation for U.S. Immigration Law
Researchers released ImmigrationQA, a source-grounded dataset of 17,058 question-answer pairs covering U.S. immigration law, and fine-tuned a Llama 3.2 3B model using LoRA for legal assistance. The fine-tuned model achieved 27% relative improvement over base models but remains limited for complex legal reasoning, demonstrating both the potential and constraints of small language models in high-stakes legal domains.
🧠 Claude🧠 Sonnet🧠 Llama