OpenCodePapers

question-answering-on-babi

Question Answering
Results over time
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PaperCodeAccuracy (trained on 10k)Accuracy (trained on 1k)Mean Error RateModelNameReleaseDate
Self-Attentive Associative Memory✓ Link99.85%0.39%STM2020-02-10
Query-Reduction Networks for Question Answering✓ Link99.7%90.1%0.3%QRN2016-06-14
Tracking the World State with Recurrent Entity Networks✓ Link99.5%89.1%9.7%EntNet2016-12-12
H-Mem: Harnessing synaptic plasticity with Hebbian Memory Networks✓ Link99.4%77.1%H-Mem2020-12-01
Dynamic Neural Turing Machine with Soft and Hard Addressing Schemes97.2%66.8%DMN+2016-06-30
End-To-End Memory Networks✓ Link93.4%86.1% 7.5%End-To-End Memory Networks2015-03-31
Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity✓ Link89.1%ours2022-05-23
Rotational Unit of Memory✓ Link73.2%RUM2017-10-26
Gated Orthogonal Recurrent Units: On Learning to Forget✓ Link60%GORU2017-06-08
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes49%28.7%LSTM2016-10-27
Recurrent Relational Networks✓ Link0.46% RR2017-11-21
Finding ReMO (Related Memory Object): A Simple Neural Architecture for Text based Reasoning 1.2%ReMO2018-01-25
Neural Stored-program Memory✓ Link5.6%NUTM2019-05-25
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes6.4%SDNC2016-10-27
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