Tracking the World State with Recurrent Entity Networks

12 Dec 2016Mikael HenaffJason WestonArthur SzlamAntoine BordesYann LeCun

We introduce a new model, the Recurrent Entity Network (EntNet). It is equipped with a dynamic long-term memory which allows it to maintain and update a representation of the state of the world as it receives new data... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Question Answering bAbi EntNet Accuracy (trained on 10k) 99.5% # 2
Question Answering bAbi EntNet Accuracy (trained on 1k) 89.1% # 2
Question Answering bAbi EntNet Mean Error Rate 9.7% # 6