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tdlstm's Introduction

TDLSTM

This Tensorflow implementation approximates the Target-dependent LSTMs proposed in (Tang et al. 2016).

Updated

  • Randomized search for hyperparameter optimization is now added.
  • Hyperopt and Scikit-optimize (can choose from gp_minimize, forest_minimize and gbrt_minimize) for hyperparameter optimization are now added.
  • Code updated to tf 1.2

tdlstm's People

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tdlstm's Issues

Is the tdlstm built on Python2?

I tried to run the code in Win10 and my computer installed python3.6 with Anaconda 3, but I get trouble in twtokenizer, so I wonder whether the whole project is built on python2?When run the code the error comes in twtokenizer:
E:\tdlstm\src>python run.py
E:\software\Anaconda\lib\site-packages\gensim\utils.py:865: UserWarning: detected Windows; aliasing chunkize to chunkize_serial
warnings.warn("detected Windows; aliasing chunkize to chunkize_serial")
Traceback (most recent call last):
File "run.py", line 7, in
from optimise import TRAIN, TUNE, hyperoptTUNE, skoptTUNE
File "E:\tdlstm\src\optimise.py", line 9, in
from utils import load_data
File "E:\tdlstm\src\utils.py", line 6, in
import data.dataprocessor as dp
File "..\data\dataprocessor.py", line 8, in
from data.twtokenize import tokenize
File "..\data\twtokenize.py", line 166, in
unicode(regex_or(
NameError: name 'unicode' is not defined

Inconsistency in results

The TD LSTM gives very inconsistent results everytime we train the model. What is the protocol used for reporting the results. Do we run it multiple times and report the best test accuracy?

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