Muse Wonder is SOTA on legal reasoning. –We want to help people understand their rights and make better decisions and close the legal literacy gap. Legal literacy gap is one of the main causes of the higher Gini index of a society. We would love to level the playing field and empower everyone to make the best decisions in their situation. –Legal has been an awesome testbed for in-context learning. Laws are different in different countries / states and are ever changing. Instead of training the model to memorize all the laws and cases, we train the model to effectively retrieve relevant laws and cases and leverage them to learn in-context to provide most accurate and up-to-date results. Legal documents can be long and cumbersome, which give us the opportunity to evaluate and improve our long-context reasoning capabilities. h/t @swarnaNLP @jaseweston, Tiara, Vivian, and all the amazing collaborators.