Comments (3)
words.lst is OK.
The results reported were obtained using an older version available here:
https://github.com/attardi/nlpnet
that did not use AdaGrad and used different learning rate parameters for different features.
It also did not set the random seed, hence the results varied at each run.
DeepNL instead sets the seed in dl-ner.py for replicable results.
You might try disabling AdaGrad by using parameter --eps 0.
However an FB1 of 81% is definitely too low.
from deepnl.
I have re-trained the model with the same settings and got 84%, I will run a 10-fold cross validation and and post the result here (take time). I will also try your suggestions and see if it helps 👍
from deepnl.
I have tested version 78f6e without random seed init on Conll03 but using my own random init in java within the same interval [+/-2.38... as in the python code], and ran it 10 times, evaluate with the conlleval script on testb and obtain an average F1=88.12%, standard deviation=0.20%
With the python random seeded init, I got F1=88.42%, so it's ok I think
from deepnl.
Related Issues (20)
- unable to install deepnl in windows HOT 1
- unable to load model with deepnl HOT 3
- vocab.txt & vectors.txt structure HOT 1
- Error using dl-sentwords.py with SENNA
- No file or directory : ''
- no file or directory
- dl-words usage
- dl-sentiwords throws error "IndexError: index 1 is out of bounds for axis 0 with size 1" HOT 6
- hello,Does not This project support python3.6?
- Zero accuracy while training the Sentiment Specific embedding HOT 1
- Issue in running dl-sentiwords.py
- '<' not supported between instances of 'dict' and 'dict' HOT 7
- dl-sentiword.py word2vec variant training is extremely slow ! HOT 4
- ImportError: Building module deepnl.hpca failed: ["distutils.errors.CompileError: command 'gcc' failed with exit status 1\n"]
- Better documentation HOT 1
- Error while installation [cython compile error] HOT 9
- Error increasing with new epochs HOT 4
- dl-sentiwords.py error running word2vec variant HOT 4
- How to use Eigen?
- Issue when try to run the setup.py file from deepnl
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from deepnl.