golden-retriever | IJCNLP 2019 paper Answering Complex Open | Natural Language Processing library

 by   qipeng Python Version: Current License: Non-SPDX

kandi X-RAY | golden-retriever Summary

kandi X-RAY | golden-retriever Summary

golden-retriever is a Python library typically used in Artificial Intelligence, Natural Language Processing, Deep Learning, Pytorch applications. golden-retriever has no bugs, it has no vulnerabilities, it has build file available and it has low support. However golden-retriever has a Non-SPDX License. You can download it from GitHub.

This repository contains the authors' implementation of the EMNLP-IJCNLP 2019 paper "Answering Complex Open-domain Questions Through Iterative Query Generation". It contains code for GoldEn (Gold Entity) Retriever, an iterative retrieve-and-read system that answers complex open-domain questions. This model answers complex questions that involve multiple steps of reasoning in an open-context open-domain setting (e.g., given the entire Wikipedia). GoldEn Retriever answers these questions by iterating between "reading" the context and generating natural language queries to search for supporting facts to read. It achieves competitive performance on the HotpotQA leaderboard without using powerful pretrained neural networks such as BERT. Below is an example of how this model answers a complex question by generating natural language queries at each step. We also include in the prepared_data folder HotpotQA files generated by the GoldEn Retriever model/training procedure that can be used to train and evaluate few-document question answering systems. These QA systems can then be combined with GoldEn Retriever in the open-context open-domain setting.
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            kandi-support Support

              golden-retriever has a low active ecosystem.
              It has 177 star(s) with 25 fork(s). There are 10 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 12 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 golden-retriever is current.

            kandi-Quality Quality

              golden-retriever has no bugs reported.

            kandi-Security Security

              golden-retriever has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              golden-retriever has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              golden-retriever releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed golden-retriever and discovered the below as its top functions. This is intended to give you an instant insight into golden-retriever implemented functionality, and help decide if they suit your requirements.
            • Train the model
            • Normalizes an answer
            • Calculate the exact match score
            • Bulk search query
            • Evaluate the prediction
            • Create a composite LCS for the given context
            • Compute the LCS between two words
            • Remove stopwords from text
            • Return the length of the longest common substring of two sequences
            • Analyze Elasticsearch results
            • Yield successive n - sized chunks from l
            • Evaluate a prediction
            • Perform a deduped bulk query
            • Create a context
            • Expand a query
            • Perform a single - text query
            • Bulk search
            • Generate indexing queries from a bz2 file
            • Bulk tokenize text
            • Yield successive n - sized chunks from l
            • Run test
            • Run prepro computation
            • Parse input data
            • Generate forward mapping
            • Evaluate prediction
            • Collate context indices
            • Forward computation
            • Concatenate filename to fullwiki
            Get all kandi verified functions for this library.

            golden-retriever Key Features

            No Key Features are available at this moment for golden-retriever.

            golden-retriever Examples and Code Snippets

            No Code Snippets are available at this moment for golden-retriever.

            Community Discussions

            QUESTION

            503 Internal Server Error raised when creating classifier using IBM Watson Visual Recognition
            Asked 2021-Mar-31 at 11:12

            I am a beginner in using Watson Visual Recognition and am trying to create a custom classifier to classify dog images. However, when trying to create my classifier as shown in the code snippet below, I get an error.

            ...

            ANSWER

            Answered 2021-Mar-31 at 11:12

            503 indicates that the service is unavailable. If could have been down when you were trying to hit it.

            Current status shows it is up - https://cloud.ibm.com/status

            Are you still getting the same error?

            Sample code from the API documentation (https://cloud.ibm.com/apidocs/visual-recognition/visual-recognition-v3?code=python#createclassifier) is

            Source https://stackoverflow.com/questions/66872915

            QUESTION

            Opacity problems with simple tab image gallery (CSS + jQuery)
            Asked 2020-Jun-24 at 06:55

            I've put together a very basic tab image gallery and am now in the process of styling it, but am having some trouble getting the 'default' thumbnail to load with max opacity. My jQuery is also messing with my hover css. I did try using the focus/active css to set opacity to 1 on click rather than jQuery, but it didn't seem to work.

            Desired effect

            The page loads and image 1 is shown in the main image frame. The thumbnail for image 1 has full opacity while the other 3 have opacity:0.8. When hovering over an unselected thumbnail, opacity:1. After clicking a thumbnail, the picture in the main frame changes and the opacity of the newly clicked thumbnail is set to 1 (whilst the opacity for image 1 returns to 80%).

            Issues

            The 'default' thumbnail loads at 80% opacity rather than 1.

            If I add the latter 2 lines to my jQuery (shown below) to set opacity on click, the 'hover' effect stops working after something has been clicked.

            ...

            ANSWER

            Answered 2020-Jun-24 at 06:55

            When you use jQuery to set a CSS attribute you are adding it inline. Inline styles override CSS styles. The only way to get around this is to stick an !important after the style that you want to override the inline. In your case, its on the hover.

            Hierarchy of CSS works like this, in order of importance and priority being rendered. Ie, if 1 isn't there, render 2 and so on:

            1. CSS Style with !Important
            2. Inline style
            3. ID
            4. Specific Class
            5. Less specific class

            See working snippet below:

            Source https://stackoverflow.com/questions/62548906

            QUESTION

            How to set opacity or decrease brightness to div's background-image using CSS
            Asked 2020-Jan-25 at 22:22

            In the following example only background-color displays but the image is not visible. The opacity also seems to be not working.

            ...

            ANSWER

            Answered 2020-Jan-25 at 21:15

            Please use the css filter: brightness(80%); instead of opacity.

            Source https://stackoverflow.com/questions/59913409

            QUESTION

            Image uri not working as expected - React Native
            Asked 2019-May-09 at 15:08

            I am learning React Native. Following the guide, Getting Started of Facebook ( https://facebook.github.io/react-native/docs/props ). When I tried to make a new component containing an image sometimes works and sometimes not. I have read online that this is due to how they are load, React Native doesn't support dynamic loading of images.

            ...

            ANSWER

            Answered 2019-May-09 at 15:08

            I think you forgot to add dimensions for your image. The docs say here that you have to provide them when using network and data images. I attached a screenshot of the result, it works now.

            Source https://stackoverflow.com/questions/56061115

            QUESTION

            Volley JSON Exception with Bing Search API
            Asked 2018-Feb-17 at 05:59

            I have implementing Bing Images Search API with Volley I need to request for the JSONArray values to request all the thumbnail urls. Here is the JSON format for the Bing Image Search:

            ...

            ANSWER

            Answered 2018-Feb-16 at 18:18
             public void onResponse(JSONObject response) {
                                Log.d(TAG, response.toString());
                                try {
            
                                JSONArray jsonArray = response.getJSONArray("value");
                            for (int i = 0; i < jsonArray.length(); i++)
                            {
                                JSONObject Image     = (JSONObject) jsonArray.get(i);
                                 urls                = Image.getString("thumbnailUrl");
                                Log.d(TAG, "onResponse: "+urls);
            
                            }
            
                                    Log.d(TAG, jsonResponse);
                                } catch (Exception e) {
                                    e.printStackTrace();
                                    Toast.makeText(getApplicationContext(),
                                            "Error: " + e.getMessage(),
                                            Toast.LENGTH_LONG).show();
                                }
                            }
            

            Source https://stackoverflow.com/questions/48831355

            QUESTION

            IBM Watson Visual Recognition in Java training classifier error
            Asked 2017-Dec-31 at 18:32

            So I want to make a java application in eclipse which the user i will be able to import .zip files. Each .zip file will represent a cat breed. I will click on a "train" button and my program will contact IBM Watson services and create a classifier. Then from a different window, i will import random cat images and the program will show what cat breed is in the image. Everything with the SDKs is fine since I ran some examples from the official Watson site and everything ran smoothly. Problem comes when I try to create my own classifiers. The code you are about to see is also from their site. For some reason the createClassifier method won't take the CreateClassifierOptions object as an argument.

            ...

            ANSWER

            Answered 2017-Dec-31 at 17:03

            Found the solution. For some reason eclipse wouldn't recommend this solution I had to experiment. I just added throws IOException in main method. I also put inside the main method System.out.println(new File(".").getAbsoluteFile()); to make sure the path was correct, and it was. (SDK used for this project is 4.0.0, not the newest one. SDK found here: https://github.com/watson-developer-cloud/java-sdk/releases)

            Source https://stackoverflow.com/questions/48016329

            QUESTION

            Trying to make slideshow "infinite" and back arrow is not functioning
            Asked 2017-Oct-26 at 14:14

            I'm having two issues with a slideshow that I created. My first issue is that my back arrow doesn't work. So when I click it nothing happens. My second issue is that I am trying to make this slideshow infinite. By that I mean that when you get to the end of the slideshow (on slide 17) I want the next button to take you back to image number 1. I thought I had it with "next" and "previous" on each slide, bringing it back to it's original image (image 17's next image is image 1) but alas, it didn't work.

            **By the way, I'm not actually making a puppy slideshow (but that would be a lot more fun wouldn't it??).

            ...

            ANSWER

            Answered 2017-Oct-26 at 14:14

            You have to give a name to your radio buttons.

            Here is the JSFiddle working: https://jsfiddle.net/fpjm0ver/

            Or if you prefer it, a code snippet.

            Source https://stackoverflow.com/questions/46939594

            QUESTION

            Undefined is not an object - When attempting to access json object
            Asked 2017-Aug-16 at 05:50

            I'm currently attempting to use the Flickr API and javascript to generate a page based on a search query, in this case, dogs. When the line

            ...

            ANSWER

            Answered 2017-Aug-16 at 05:47

            Arrays are zero based. That means if an array's length is 3, then the highest index is 2. The loop condition must therefore be

            Source https://stackoverflow.com/questions/45705878

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

            Vulnerabilities

            No vulnerabilities reported

            Install golden-retriever

            Checkout the code from our repository using. This will help you set up submodule dependencies (needed for DrQA). (Equivalently, you can do git submodule update --init --recursive after git clone). This repo requires Python 3.6. Please check your shell environment's python before proceeding. To use ElasticSearch, make sure you also install Java Development Kit (JDK) version 8. The setup script will download all required dependencies (python requirements, data, etc.) required to run the GoldEn Retriever pipeline end-to-end. Before running this script, make sure you have the Unix utility wget (which can be installed through anaconda as well as other common package managers). Along the way, it will also start running Elasticsearch and index the wikipedia dataset locally.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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