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Rational Recurrences for Empirical Natural Language Processing
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- 1 Intro
- 2 A Bit of History
- 3 Outline
- 4 Weighted Patterns
- 5 Soft Patterns (SoPa)
- 6 Two-SoPa Recurrent Neural Network
- 7 Experiments
- 8 Interpretability (Negative Patterns)
- 9 Summary So Far
- 10 Simple Recurrent Unit (Lei et al., 2017)
- 11 Rational Recurrences and Others
- 12 "Unigram" and "Bigram" Models
- 13 Interpolation
- 14 Sparsity and Structured Sparsity
- 15 Benefit of Sparse Lasso
- 16 Procedure
- 17 Baselines
- 18 Visualization
- 19 Parting Shots
