From 1c96c5885cff915c90f1c09181464e13035eb0ac Mon Sep 17 00:00:00 2001 From: Simone-Alghisi Date: Mon, 25 Jul 2022 10:11:03 +0200 Subject: [PATCH] change the README --- README.md | 18 +++++++++++++++++- report/assets/run_results_best.png | Bin 0 -> 55451 bytes 2 files changed, 17 insertions(+), 1 deletion(-) create mode 100644 report/assets/run_results_best.png diff --git a/README.md b/README.md index 58bbed0..92b2b1d 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,18 @@ -# language_modelling +# Language Modelling Repository containing the results of the Natural Language Understanding course project about Language Modelling. + +## Project description +The proposed task of Language Modelling (LM) for the NLU course required to: + +1. implement a Language Model using one of the RNN architectures (eg. Vanilla, LSTM, GRU); +2. train it and evaluate its performance on the word-level Penn Treebank (PTB) dataset; +3. reach a baseline value of 140 PP using a Vanilla RNN, or 90.7 PP using an LSTM. + +As a starting point, I decided to implement a very basic model made of: +- a neural embedding layer; +- an LSTM, to capture context information; +- a fully connected layer, for the final word prediction; and obtained 137 PP. + +To improve such results, I have considered the techniques described by Merity et. al, reaching 81.43 PP. + +![](./report/assets/run_results_best.png) \ No newline at end of file diff --git a/report/assets/run_results_best.png b/report/assets/run_results_best.png new file mode 100644 index 0000000000000000000000000000000000000000..d974be3927bbdd0b47b2fa15f4dad43ad5fd3602 GIT binary patch literal 55451 zcmd?RbyS-_E^Ugf;$nW>egvh6wPe^Xj-vWU^Bv2J49S{gi z4gz5d5#Rw==0Yu|fiE1dhfqBN;0PwLivZ3E-BpaeKp-MY%m-^^F7yJpDCw#%O~sjdg2^{Zfg*AF*b>MU2U9H83|U_n|&}GWcL&;$lDvUIB?N= 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