TENER | Adapting Transformer Encoder for Named Entity | Natural Language Processing library
kandi X-RAY | TENER Summary
kandi X-RAY | TENER Summary
This is the code for the paper TENER. TENER (Transformer Encoder for Named Entity Recognition) is a Transformer-based model which aims to tackle the NER task. Compared with the naive Transformer, we found relative position embedding is quite important in the NER task. Experiments in the English and Chinese NER datasets prove the effectiveness. This project needs the natural language processing python package fastNLP. You can install by the following command. (1) Prepare the English dataset. Your file should like the following (The first token in a line is the word, the last token is the NER tag.). Suggest to use the following code to prepare your data OntoNotes-5.0-NER. Or you can prepare data like the Conll2003 style, and then replace the OntoNotesNERPipe with Conll2003NERPipe in the code. For English datasets, we use the Glove 100d pretrained embedding. FastNLP will download it automatically. You can use the following code to run (make sure you have changed the data path). Although we tried hard to make sure you can reproduce our results, the results may still disappoint you. This is usually caused by the best dev performance does not correlate well with the test performance . Several runs should be helpful. The ELMo version (FastNLP will download ELMo weights automatically, you just need to change the data path in train_elmo_en.). Your data should only have two columns, the first is the character, the second is the tag, like the following. For the Chinese datasets, you can download the pretrained unigram and bigram embeddings in Baidu Cloud. Download the 'gigaword_chn.all.a2b.uni.iter50.vec' and 'gigaword_chn.all.a2b.bi.iter50.vec'. Then replace the embedding path in train_tener_cn.py. You can run the code by the following command.
Support
Quality
Security
License
Reuse
Top functions reviewed by kandi - BETA
- Compute the embedding
- Create an embedding matrix
- Make the positions of the tensor
- Forward computation
- Transpose an eigenvector into a single vector
- Helper function to shift the bounding box
- Process data from files
- Process the data bundle
- Perform a forward operation
- Performs the forward computation
- Evaluate test results
- Check evaluation results
- Load data from files
- Process data bundle
- Load Datasner
- Process ontology from files
- Forward computation
- Predict for given characters
TENER Key Features
TENER Examples and Code Snippets
Community Discussions
Trending Discussions on TENER
QUESTION
I have an unbound datagridview, set the option to allow user to add row to True, and all I want is that once I "complete" a row, the datagridview automatically should create a new empty row, so I set the method
...ANSWER
Answered 2022-Mar-25 at 14:32Is there some reason you do not use a DataSource for the grid? Then you could simply add the row to the DataSource.
If you insist on manually adding the rows, then the problem you currently have is that the code is never “adding” a new row to the grid. The code simply uses the grids CurrentRow to set the values. This may work but the grids “new” row will not get created.
It is questionable to use the grids CurrentRow in this manner... So instead of using the grids CurrentRow for this, I suggest you “add” a new row in the RicercaxCodiceArticolo method. Something like below should add the new row and the “new-new” empty row should be at the bottom…
QUESTION
I'm working with a form that consists in the following idea, I have courses, each course contains one or n modules.
I created a form that contains a course name and a module. After you saved the module (Click on guardar modulo) the button to add an additional module is enabled, so you can add another one and save it. By clicking on guardar modulo the modules are saved in an array. Then, clicking in Crear curso takes the array of modules and the course name and perform a POST. So I saved the course plus its modules.
After completing the fields, if guardar modulo is pressed. The modulo will be stored as explained before.
The issue is that validation is only applied when creating the course (Clicking in crear curso button)
My idea is that validation must be applied when I click on guardar modulo too but It is not applying it.
For simplicity I added the first field of module in the validation (moduleName field).
Here's my code
Index.cshtml
...ANSWER
Answered 2022-Mar-17 at 06:49Because the type of Guardar modulo is button instead of submit, So if you want to show the error message, you need add $("form").valid() in $('#btn-guardar-modulo').click(function () {}) method.
QUESTION
I am trying to deserialize a response delivered by an API in my Xamarin application as follows:
...ANSWER
Answered 2022-Mar-08 at 01:35try to use this response class
QUESTION
I am making a frequent questions section and I added an arrow which I wanted to flip when the question is clicked and the answer showed.
I notice if I want for the element to be find with the e.currentTarget.children when clicked it most be immediate after the class clicked and I am having a hard time doing in it.
Any help is more than welcome!
This is my code:
HTML:
...ANSWER
Answered 2022-Feb-25 at 00:52Not sure what $(e.currentTarget).(e.currentTarget)('.arrow') was meant to be, but one way to target the relative arrow is $(this).find('.titulo-arrow .arrow'). Also, to figure out if we're opening or closing I use a className and just test for it
QUESTION
Do you know if there is any way to save the value of an assigned variable in one function to use it in another function?
In this case, I have a program that asks me to enter the name of the variable nombre in the function registro(); to register a plant. For example, if I enter Maguey de sol, the program prints:
¿Quieres continuar con el registro de Maguey de sol?
So far everything works fine. The problem appears when I press any key to continue. The program should print:
La planta es Maguey de sol
But it only prints:
La planta es
I know that a solution is to include the code of the function registro(); in main();, but it is not a viable option, because in my program I use more functions.
This is the code:
...ANSWER
Answered 2022-Jan-07 at 22:29I think you need to use the global variable or use my way as below. Return value for registro function.
QUESTION
I want to scrape this dictionary for it's different verbs. the verbs appear in this 'https://www.spanishdict.com/conjugate/' plus the verb . so,e.g : for verb 'hacer' we will have: https://www.spanishdict.com/conjugate/hacer
I would like to scrape all possible links that contain the conjugation of each verb, and return them as a list of strings. so I did the following:
...ANSWER
Answered 2022-Jan-04 at 12:07You are iterating through a string when you loop through `url'. Look at this code:
QUESTION
I trained a model for sequence classification using transformers (BertForSequenceClassification) and I get the error:
Expected all tensors to be on the same device, but found at least two devices, cpu and cuda:0! (when checking argument for argument index in method wrapper__index_select)
I don't really get where is the problem, if it's on my model, on how I tokenize the data, or what.
Here is my code:
LOADING THE PRETRAINED MODEL
...ANSWER
Answered 2021-Nov-25 at 06:19You did not move your model to device, only the data. You need to call model.to(device) before using it with data located on device.
QUESTION
ANSWER
Answered 2021-Nov-14 at 16:05You can try this:
QUESTION
I am new here. I am a begginer with python so I am trying to write a code that allows me to remove the link break of a list in python.
I have the following list (which is more extense), but I will share a part of it.
...ANSWER
Answered 2021-Oct-31 at 16:54You can use list comprehension:
QUESTION
import re, random, os, datetime, time
from os import remove
from unicodedata import normalize
from glob import glob
def learn_in_real_time(input_text, text):
#Quita acentos y demas diacríticos excepto la ñ
input_text = re.sub(
r"([^n\u0300-\u036f]|n(?!\u0303(?![\u0300-\u036f])))[\u0300-\u036f]+", r"\1",
normalize("NFD", input_text), 0, re.I
)
input_text = normalize( 'NFC', input_text) # -> NFC
input_text_to_check = input_text.lower() #Convierte a minuscula todo
words = []
words_associations = []
regex_what_who = r"(.*)\¿?(que sabes|que sabias|que sabrias|que te referis|que te refieres|que te referias|que te habias referido|que habias referido|a que|que|quienes|quien)\s*(con que|con lo que|con la que|con|acerca de que|acerca de quienes|acerca de quien|sobre de que|sobre que|sobre de quienes|sobre quienes|sobre de quien|sobre quien|)\s*(son|sean|es|serian|seria)\s*(iguales|igual|similares|similar|parecidos|parecido|comparables|comparable|asociables|asociable|distinguibles|distinguible|distintos|distinto|diferentes|diferente|diferenciables|diferenciable|)\s*(a |del |de |)\s*((?:\w+\s*)+)?"
l = re.search(regex_what_who, input_text_to_check, re.IGNORECASE) #Con esto valido la regex haber si entra o no en el bloque de code
if l:
#print("C")
association, = l.groups()
association = association.strip()
association_check = association + "\n" #Uso estas para las comparaciones, ya que sino las consideraria erroneamente como palabras que no estan en la lista solo por no tener el \n
return text
return text
ANSWER
Answered 2021-Oct-23 at 06:27let's update patterns string to a logical view and follow main feature.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install TENER
You can use TENER like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
Support
Reuse Trending Solutions
Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items
Find more librariesStay Updated
Subscribe to our newsletter for trending solutions and developer bootcamps
Share this Page
