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Please read Chains of Reasoning over Entities, Relations, and Text usingRecurrent Neural Networks (https://arxiv.org/pdf/1607.01426.pdf). To actually try it out, there is an implementation at https://github.com/rajarshd/ChainsOfReasoning . Thanks to Svitlana for suggesting the paper (and leading the discussion ;-) ).

Cheers,
Philipp

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