This invention describes a way to make computer programs better at understanding human language. It does this by teaching a language program and a knowledge program together. The knowledge program learns from two different knowledge maps that have been carefully matched up. The claims specifically narrow this to matching knowledge maps in different languages, so the system can learn about one language from knowledge in another.
Why it matters: Filed just before the explosion of powerful large language models (LLMs), this approach to integrating external knowledge with language understanding has become significantly more feasible and effective. Modern LLMs and advanced cross-lingual techniques make the joint training and multi-language alignment described much more powerful than in 2021.
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