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Power of Compositionality
- Compositionality allows infinite use of finite words to convey complex ideas.
- This principle underlies the remarkable expressive power of human language.
Early Machine Translation Exploration
- Jacob initially worked on machine translation using logical representations of meaning.
- Although the approach didn't yield good results, it shaped his perspective on meaning in language.
Neural Module Networks Explained
- Neural module networks break down language into modules representing semantic components.
- They learn to compose these modules for complex visual question answering tasks end-to-end.