NERO | Source Code for paper NERO : A Neural Rule | Machine Learning library

 by   INK-USC Python Version: Current License: MIT

kandi X-RAY | NERO Summary

kandi X-RAY | NERO Summary

NERO is a Python library typically used in Institutions, Learning, Education, Artificial Intelligence, Machine Learning, Pytorch applications. NERO has no bugs, it has a Permissive License and it has low support. However NERO has 2 vulnerabilities and it build file is not available. You can download it from GitHub.

Code for WWW 2020 paper NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction. Our slide for WWW presentation can be found at here. In this paper, we present a neural approach to ground rules for RE, named NERO, which jointly learns a relation extraction module and a soft matching module. One can employ any neural relation extraction models as the instantiation for the RE module. The soft matching module learns to match rules with semantically similar sentences such that raw corpora can be automatically labeled and leveraged by the RE module (in a much better coverage) as augmented supervision, in addition to the exactly matched sentences. Extensive experiments and analysis on two public and widely-used datasets demonstrate the effectiveness of the proposed NERO framework, comparing with both rule-based and semi-supervised methods. Through user studies, we find that the time efficiency for a human to annotate rules and sentences are similar (0.30 vs. 0.35 min per label). In particular, NERO’s performance using 270 rules is comparable to the models trained using 3,000 labeled sentences, yielding a 9.5x speedup.
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            kandi-support Support

              NERO has a low active ecosystem.
              It has 41 star(s) with 5 fork(s). There are 7 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 4 have been closed. On average issues are closed in 16 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of NERO is current.

            kandi-Quality Quality

              NERO has 0 bugs and 0 code smells.

            kandi-Security Security

              NERO has 2 vulnerability issues reported (0 critical, 1 high, 1 medium, 0 low).
              NERO code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              NERO is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              NERO releases are not available. You will need to build from source code and install.
              NERO has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              NERO saves you 312 person hours of effort in developing the same functionality from scratch.
              It has 751 lines of code, 42 functions and 12 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed NERO and discovered the below as its top functions. This is intended to give you an instant insight into NERO implemented functionality, and help decide if they suit your requirements.
            • Initialize the graph
            • Attention layer
            • Apply dropout
            • Creates a dense layer
            • Read data from training
            • Calculate the Counter of tokens
            • Reads an embedding file
            • Convert data into examples
            • Train the model
            • Merge two arrays
            • Match the given tokens
            • Get the weights for a given word
            • Compute mean similarity between middle and pat
            • Compute the mean of a sequence
            • LSTM match
            Get all kandi verified functions for this library.

            NERO Key Features

            No Key Features are available at this moment for NERO.

            NERO Examples and Code Snippets

            No Code Snippets are available at this moment for NERO.

            Community Discussions

            QUESTION

            Unable to run Go server due to "panic: reflect.StructOf: duplicate field"
            Asked 2021-Nov-16 at 11:10

            I'm trying to create a backend API that contains 3 main models and 3 controllers but I'm running into trouble whenever I run go run main.go because it gives me this error message stating that I have a duplicate DeveloperID field:

            ...

            ANSWER

            Answered 2021-Nov-16 at 11:08

            For self-referential many2many relationship you need to use a field name that is different from the model's name, for example:

            Source https://stackoverflow.com/questions/69985721

            QUESTION

            How do I get the arrows that are supposed to be next to the links in my footer to re align?
            Asked 2021-Oct-15 at 02:41

            The text lined up before I added the the the links to them and now they do not. Any help is much apreciated. I will post my css and html below. I will also provide a screen shot of the specifec problem. Not exactly sure what cause the shift. Everything is broken down into classes and the footer class is at the bottom of the HTML.

            HTML

            ...

            ANSWER

            Answered 2021-Oct-15 at 02:41

            QUESTION

            Web Scryping in Python
            Asked 2021-Jun-26 at 10:47

            I was trying to scrape a website for some university project. The website is https://www.bonprix.it/prodotto/leggings-a-pinocchietto-pacco-da-2-leggings-a-pinocchietto-pacco-da-2-bianco-nero-956015/?itemOptionId=12211813. I have a problem with my python code. What I want to obtain is all the reviews for the pages from 1 to 5, but instead I get all [].Any help would be appreciated!

            Here is the code:

            ...

            ANSWER

            Answered 2021-Jun-25 at 15:12

            As I understand it the site uses Javascript to load most of its content, therfore you cant scrape that data, as it isn't loaded initially, but you can use the rating backend for your product site the link is:

            https://www.bonprix.it/reviews/list/?styleId=31436999&sortby=date&page=1&rating=0&variant=0&size=0&bodyHeight=0&showOldReviews=true&xxl=false&variantFilters=

            You can go through the pages by changing the page parameter in the url/get request, the link returns a html document of the rating page an you can get the rating from the rating value meta tag

            Source https://stackoverflow.com/questions/68132361

            QUESTION

            How to reformat a corrupt json file with escaped ' and "?
            Asked 2021-Jun-13 at 11:41

            Problem

            I have a large JSON file (~700.000 lines, 1.2GB filesize) containing twitter data that I need to preprocess for data and network analysis. During the data collection an error happend: Instead of using " as a seperator ' was used. As this does not conform with the JSON standard, the file can not be processed by R or Python.

            Information about the dataset: Every about 500 lines start with meta info + meta information for the users, etc. then there are the tweets in json (order of fields not stable) starting with a space, one tweet per line.

            This is what I tried so far:

            1. A simple data.replace('\'', '\"') is not possible, as the "text" fields contain tweets which may contain ' or " themselves.
            2. Using regex, I was able to catch some of the instances, but it does not catch everything: re.compile(r'"[^"]*"(*SKIP)(*FAIL)|\'')
            3. Using literal.eval(data) from the ast package also throws an error.

            As the order of the fields and the legth for each field is not stable I am stuck on how to reformat that file in order to conform to JSON.

            Normal sample line of the data (for this options one and two would work, but note that the tweets are also in non-english languages, which use " or ' in their tweets):

            ...

            ANSWER

            Answered 2021-Jun-07 at 13:57

            if the ' that are causing the problem are only in the tweets and desciption you could try that

            Source https://stackoverflow.com/questions/67872063

            QUESTION

            In a function associated with an API call: Uncaught (in promise) TypeError: Cannot read property 'includes' of undefined
            Asked 2021-May-08 at 18:30

            I'm working with the movie DB API (https://developers.themoviedb.org/3/genres/get-movie-list this one) and I print with VUE the results of my call in my page. The API provides me all data I need to have to achieve my goal, that is this

            As you can see, under the show name there are the genres associated with that name. Let's take for example the object I obtain when the API gives me A-Team

            ...

            ANSWER

            Answered 2021-May-08 at 18:30

            If the problem is that you simply need to deal with the case where element.genre_ids is not defined in the API result, I think you could simply change the assignment of objectResults to be:

            Source https://stackoverflow.com/questions/67450810

            QUESTION

            how to monitor availability Decathlon's products with python?
            Asked 2021-Apr-22 at 19:30

            I have a request for you.

            I wanna to scrape the following product https://www.decathlon.it/p/kit-manubri-e-bilanciere-bodybuilding-93kg/_/R-p-10804?mc=4687932&c=NERO#

            The prodcuts have two possible status:

            1. "ATTUALMENTE INDISPONIBILE"
            2. "Disponibile"

            In a nutshell I wanna to create a script that monitors for all minutes if the product is available, recording all data in the shell.

            The output could be the following:

            ...

            ANSWER

            Answered 2021-Mar-28 at 11:00

            QUESTION

            Python: how to monitor availability ecommerce products for all sub products selectable?
            Asked 2021-Apr-22 at 14:37

            I wanna to scrape the following product https://www.decathlon.it/p/disco-ghisa-bodybuilding-28mm/_/R-p-7278?mc=1042303&c=NERO

            But for the product we could select different weight (from 0.5 to 20kg). I have created the following code, but It give me only the first weight (0,5kg) and not the other one.

            ...

            ANSWER

            Answered 2021-Mar-28 at 22:00

            You should probably check BeautifulSoup python library and discussion from this link Unable to scrape drop down menu using BeautifulSoup and Requests or use Selenium just to change option from dropdown menu what you can learn more about here https://www.guru99.com/select-option-dropdown-selenium-webdriver.html

            Source https://stackoverflow.com/questions/66844692

            QUESTION

            Python, web scraping and BeautifulSoup but does not work
            Asked 2021-Apr-22 at 14:28

            I wanna to scrape from the following html code a list of all products and if they are "instock" or "outofstock".

            ...

            ANSWER

            Answered 2021-Mar-29 at 08:40

            You can see what's wrong with your code by calling

            Source https://stackoverflow.com/questions/66850869

            QUESTION

            How to use RANK to Group Matched Records
            Asked 2021-Apr-10 at 05:55

            Long Story short. I have data that I'm trying to identify duplicate records by address. The address can be matched on the [Address] or [Remit_Address] fields. I use a JOIN and UNION to get the records, but I need the matched records to appear with each other in the results.

            I can't sort by any of the existing fields, so a typical 'ORDER BY' won't work. I looked into RANK as suggested by someone and it looks like it might work, but I don't know how to do the Partition, and I think the Order gives me the same issue with ORDER BY.

            If RANK is not the best option I'm open to other ideas. The goal ultimately is to group the matched records someway.

            • SSMS 18
            • SQL Server 2019

            Here is the setup:

            ...

            ANSWER

            Answered 2021-Apr-10 at 05:55

            This query creates the desired result.

            Source https://stackoverflow.com/questions/67016725

            QUESTION

            Reduce Duplicate Records In Multi-Value Join SQL Query
            Asked 2021-Apr-07 at 21:46

            Backstory: I have created a bunch of stored procedures that analyze my client's data. I am reviewing a list of vendors and trying to identify possible duplicates. It works pretty well, but each record has 2 possible addresses, and I'm getting duplicate results when matches are found in both addresses. Ideally I'd just need the records to appear in the results once.

            Process: I created a "clean" version of the address where I remove special characters and normalize to USPS standards. This helps me match West v W v W. or PO Box v P.O. Box v P O Box etc. I then take all of the distinct address values from both addresses ([cleanAddress] and [cleanRemit_Address]) and put into a master list. I then compare to the source table with a HAVING COUNT(*) > 1 to determine which addresses appear more than once. Lastly I take that final list of addresses that appear more than once and combine it with the source data for output.

            Problem: If you view the results near the bottom you'll see that I have 2 sets of dupes that are nearly identical except for some slight differences in the addresses. Both the Address and Remit_Address are essentially the same so it finds a match on BOTH the [cleanAddress] and [cleanRemit_Address] values for "SouthWestern Medical" and "NERO CO" so both sets of dupes appear twice in the list instead of once (see the desired results at the bottom). I need to match [cleanAddress] OR [cleanRemit_Address] but I don't know how to limit each record appearing once in the results.

            • SSMS 18
            • SQL Server 2019

            Queries:

            ...

            ANSWER

            Answered 2021-Apr-07 at 21:45

            Just add a row_number per supplier to the final resultset and filter out only row number 1 only.

            Note the row_number function requires an order by clause which is used to determine which of the duplicate rows you wish to keep. Change that to suit your circumstances.

            Source https://stackoverflow.com/questions/66994316

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            Nero 7.10.1.0 has an unquoted BINARY_PATH_NAME for NBService, exploitable via a Trojan horse Nero.exe file in the %PROGRAMFILES(x86)%\Nero directory.
            NMMediaServer.exe in Nero MediaHome 3.3.3.0 and earlier, as used in Nero 8.3.2.1 and earlier, allows remote attackers to cause a denial of service (NULL pointer dereference and application crash) via a long HTTP request to TCP port 54444, a different vector than CVE-2007-2322.

            Install NERO

            You can download it from GitHub.
            You can use NERO 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.

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            gh repo clone INK-USC/NERO

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            git@github.com:INK-USC/NERO.git

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