Abdul Larson

Abdul Larson

1595090100

EWISE: A New Approach to Word Sense Disambiguation

Natural language processing is a difficult task and the pure nature of complexity of the english language adds to this. Therefore, in this field we solve many subtasks to get closer to an interpretation that is truly natural. One such subtask is word sense disambiguation or WSD for short. This article explores this problem and delineates a new approach to solving it based on the recent outstanding paper in ACL 2019 by Kumar, Jat et al: Zero-shot Word Sense Disambiguation using Sense Definition Embeddings.

What is word sense disambiguation?

Words have different meanings and different intentions based on the context they are used in, even if they are the same words. These “difficult” words are more generally referred to as homonyms. Take the following example:

He was not feeling well after the marathon.

The farmer grabbed the pail from the well.

Both sentences use the word “well,” but they clearly have different senses in each setting.

Word sense disambiguation (WSD) denotes the task of associating a word to its proper definition based on context clues.

RELATED WORK — What approaches exist to solve this problem?

WSD is a well explored problem and many approaches exist to tackle it.

The first are supervised and semi-supervised approaches that treat the definitions as discrete labels. One such supervised approach is context2vec that also uses Bidirectional LSTMs to learn generic context embedding functions. This and other supervised models fail to do well for words that are not included in the training dataset, so unseen and uncommon words cannot be deciphered.

The other type of approach is unsupervised knowledge based. One such unsupervised approach is Enhanced Lesk WSD, which uses WordNet to determine the number of shared words between the context of a word and each definition via a word similarity function. However, maximum overlap heuristics don’t perform as well as supervised approaches.

#research #machine-learning #neural-networks #wsd

What is GEEK

Buddha Community

EWISE: A New Approach to Word Sense Disambiguation
Justen Hintz

Justen Hintz

1663559281

To-do List App with HTML, CSS and JavaScript

Learn how to create a to-do list app with local storage using HTML, CSS and JavaScript. Build a Todo list application with HTML, CSS and JavaScript. Learn the basics to JavaScript along with some more advanced features such as LocalStorage for saving data to the browser.

HTML:

<!DOCTYPE html>
<html lang="en">
  <head>
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>To Do List With Local Storage</title>
    <!-- Font Awesome Icons -->
    <link
      rel="stylesheet"
      href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.2.0/css/all.min.css"
    />
    <!-- Google Fonts -->
    <link
      href="https://fonts.googleapis.com/css2?family=Poppins:wght@400;500&display=swap"
      rel="stylesheet"
    />
    <!-- Stylesheet -->
    <link rel="stylesheet" href="style.css" />
  </head>
  <body>
    <div class="container">
      <div id="new-task">
        <input type="text" placeholder="Enter The Task Here..." />
        <button id="push">Add</button>
      </div>
      <div id="tasks"></div>
    </div>
    <!-- Script -->
    <script src="script.js"></script>
  </body>
</html>

CSS:

* {
  padding: 0;
  margin: 0;
  box-sizing: border-box;
}
body {
  background-color: #0b87ff;
}
.container {
  width: 90%;
  max-width: 34em;
  position: absolute;
  transform: translate(-50%, -50%);
  top: 50%;
  left: 50%;
}
#new-task {
  position: relative;
  background-color: #ffffff;
  padding: 1.8em 1.25em;
  border-radius: 0.3em;
  box-shadow: 0 1.25em 1.8em rgba(1, 24, 48, 0.15);
  display: grid;
  grid-template-columns: 9fr 3fr;
  gap: 1em;
}
#new-task input {
  font-family: "Poppins", sans-serif;
  font-size: 1em;
  border: none;
  border-bottom: 2px solid #d1d3d4;
  padding: 0.8em 0.5em;
  color: #111111;
  font-weight: 500;
}
#new-task input:focus {
  outline: none;
  border-color: #0b87ff;
}
#new-task button {
  font-family: "Poppins", sans-serif;
  font-weight: 500;
  font-size: 1em;
  background-color: #0b87ff;
  color: #ffffff;
  outline: none;
  border: none;
  border-radius: 0.3em;
  cursor: pointer;
}
#tasks {
  background-color: #ffffff;
  position: relative;
  padding: 1.8em 1.25em;
  margin-top: 3.8em;
  width: 100%;
  box-shadow: 0 1.25em 1.8em rgba(1, 24, 48, 0.15);
  border-radius: 0.6em;
}
.task {
  background-color: #ffffff;
  padding: 0.3em 0.6em;
  margin-top: 0.6em;
  display: flex;
  align-items: center;
  border-bottom: 2px solid #d1d3d4;
  cursor: pointer;
}
.task span {
  font-family: "Poppins", sans-serif;
  font-size: 0.9em;
  font-weight: 400;
}
.task button {
  color: #ffffff;
  padding: 0.8em 0;
  width: 2.8em;
  border-radius: 0.3em;
  border: none;
  outline: none;
  cursor: pointer;
}
.delete {
  background-color: #fb3b3b;
}
.edit {
  background-color: #0b87ff;
  margin-left: auto;
  margin-right: 3em;
}
.completed {
  text-decoration: line-through;
}

Javascript:

//Initial References
const newTaskInput = document.querySelector("#new-task input");
const tasksDiv = document.querySelector("#tasks");
let deleteTasks, editTasks, tasks;
let updateNote = "";
let count;

//Function on window load
window.onload = () => {
  updateNote = "";
  count = Object.keys(localStorage).length;
  displayTasks();
};

//Function to Display The Tasks
const displayTasks = () => {
  if (Object.keys(localStorage).length > 0) {
    tasksDiv.style.display = "inline-block";
  } else {
    tasksDiv.style.display = "none";
  }

  //Clear the tasks
  tasksDiv.innerHTML = "";

  //Fetch All The Keys in local storage
  let tasks = Object.keys(localStorage);
  tasks = tasks.sort();

  for (let key of tasks) {
    let classValue = "";

    //Get all values
    let value = localStorage.getItem(key);
    let taskInnerDiv = document.createElement("div");
    taskInnerDiv.classList.add("task");
    taskInnerDiv.setAttribute("id", key);
    taskInnerDiv.innerHTML = `<span id="taskname">${key.split("_")[1]}</span>`;
    //localstorage would store boolean as string so we parse it to boolean back
    let editButton = document.createElement("button");
    editButton.classList.add("edit");
    editButton.innerHTML = `<i class="fa-solid fa-pen-to-square"></i>`;
    if (!JSON.parse(value)) {
      editButton.style.visibility = "visible";
    } else {
      editButton.style.visibility = "hidden";
      taskInnerDiv.classList.add("completed");
    }
    taskInnerDiv.appendChild(editButton);
    taskInnerDiv.innerHTML += `<button class="delete"><i class="fa-solid fa-trash"></i></button>`;
    tasksDiv.appendChild(taskInnerDiv);
  }

  //tasks completed
  tasks = document.querySelectorAll(".task");
  tasks.forEach((element, index) => {
    element.onclick = () => {
      //local storage update
      if (element.classList.contains("completed")) {
        updateStorage(element.id.split("_")[0], element.innerText, false);
      } else {
        updateStorage(element.id.split("_")[0], element.innerText, true);
      }
    };
  });

  //Edit Tasks
  editTasks = document.getElementsByClassName("edit");
  Array.from(editTasks).forEach((element, index) => {
    element.addEventListener("click", (e) => {
      //Stop propogation to outer elements (if removed when we click delete eventually rhw click will move to parent)
      e.stopPropagation();
      //disable other edit buttons when one task is being edited
      disableButtons(true);
      //update input value and remove div
      let parent = element.parentElement;
      newTaskInput.value = parent.querySelector("#taskname").innerText;
      //set updateNote to the task that is being edited
      updateNote = parent.id;
      //remove task
      parent.remove();
    });
  });

  //Delete Tasks
  deleteTasks = document.getElementsByClassName("delete");
  Array.from(deleteTasks).forEach((element, index) => {
    element.addEventListener("click", (e) => {
      e.stopPropagation();
      //Delete from local storage and remove div
      let parent = element.parentElement;
      removeTask(parent.id);
      parent.remove();
      count -= 1;
    });
  });
};

//Disable Edit Button
const disableButtons = (bool) => {
  let editButtons = document.getElementsByClassName("edit");
  Array.from(editButtons).forEach((element) => {
    element.disabled = bool;
  });
};

//Remove Task from local storage
const removeTask = (taskValue) => {
  localStorage.removeItem(taskValue);
  displayTasks();
};

//Add tasks to local storage
const updateStorage = (index, taskValue, completed) => {
  localStorage.setItem(`${index}_${taskValue}`, completed);
  displayTasks();
};

//Function To Add New Task
document.querySelector("#push").addEventListener("click", () => {
  //Enable the edit button
  disableButtons(false);
  if (newTaskInput.value.length == 0) {
    alert("Please Enter A Task");
  } else {
    //Store locally and display from local storage
    if (updateNote == "") {
      //new task
      updateStorage(count, newTaskInput.value, false);
    } else {
      //update task
      let existingCount = updateNote.split("_")[0];
      removeTask(updateNote);
      updateStorage(existingCount, newTaskInput.value, false);
      updateNote = "";
    }
    count += 1;
    newTaskInput.value = "";
  }
});

Related Videos

Build a Todo list app in HTML, CSS & JavaScript | JavaScript for Beginners tutorial

Build a Todo List App in HTML, CSS & JavaScript with LocalStorage | JavaScript for Beginners

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Create A Todo List App in HTML CSS & JavaScript | Todo App in JavaScript

#html #css #javascript

Stephie John

1606290330

What is ASO for Android & iOS Mobile App?

App Store Optimization is all about improving the visibility of a particular Android /iOS Mobile App on the App Store. Mobile App to optimize? Then go for Best SEO Company in New Zealand

How does ASO Really Work?
ASO is the process of improving the visibility of a mobile app in an app store. Just like search engine optimization (SEO) is for websites, App Store Optimization (ASO) is for mobile apps. Specifically, app store optimization includes the process of ranking highly in an app store’s search results and top charts rankings. Lia Infraservices the Top SEO Company in New Zealand and ASO marketers agrees that ranking higher in search results and top charts rankings will drive more downloads for an app.

ASO Focus on 2 Areas:
A. Search Optimization
B. Behavioral Approach

  1. Search Optimization:
    This part of App Store Optimization focuses on adjusting the name of the app and its keywords. When it comes to SEO services in New Zealand, each app is described by keywords, packed into a 100 character string. These keywords affect search rankings. The better the keywords, the higher the possibility for the app to appear in App Store search results.

/The more often the app appears in search results = the more installs /

Note: The app name is the strongest key phrase.

5 point method to Choose Keywords:
1.Create a list of general keywords based on the app description.
2.Find the Top 5 apps that target the already selected keywords.
3.Find keywords that work best for each of the 5 apps.
4.Now you should have created quite a large list of keywords. Get rid of those which don’t fit your app.
5.Create 100 characters, a comma separated string that contains the best keywords you chose.

  1. Behavioural Approach:
    App Store Optimization is not only about adjusting towards search algorithms, it’s also about human behavior. There are several areas on the Android/iOS Mobile App Store that trigger human decisions to make an install or to abandon it. These are the most important for us:

a.Application name
b.Rating
c.Screenshots / video preview
d.App description

Is your Mobile App Optimized?
When it comes to app downloads and revenue, approach the SEO Company in New Zealand, your app will do much better almost immediately after optimization. If you are interested in learning what the other factors that influence building an organic increase of app popularity are, you should get your mobile app developed by the expert SEO agency in New Zealand. Build your Android & iOS app at Lia Infraservices at cost and time effective.

#seo company in new zealand #seo services in new zealand #seo agency in new zealand #top seo company in new zealand #best seo company in new zealand #top digital marketing company in new zealand

AppClues Infotech

AppClues Infotech

1596017429

Best App Development Companies in New York

Are you looking for a top mobile app development company in New York? Please find a list of the Best App Development Companies in New York that help to build high-quality, Robust, high-performance mobile app with advanced technology and features at an affordable price.

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TopDevelopers Co

TopDevelopers Co

1596779843

Mobile App Development Companies in New York 2020 – TopDevelopers.co

Are you finding top mobile app development companies in New York? Hire top mobile app developers from New York selected by Topdevelopers.co by their performance.

Listing the elite and most immaculate among the top mobile app development companies and firms is our prime motto at TopDevelopers. We believe in providing the best, probably the most comprehensive companies so that our visitors could get their one-stop solutions. We comprehend in-depth analysis in the process of company selection and filter it at many levels so that only the best comes out. With the plethora of options regarding mobile app development companies available for the users, time becomes an important factor. Thus at TopDevelopers, we render simple and lucid searching options so that the visitor gets the best possible result according to their query and search.

Find Now: List of Best Mobile App Development Firms & Mobile App Developers in New York

#mobile app development service providers in new york #top mobile app development companies in new york #new york based top mobile app development firms #best mobile app developers at new york #new york state #top mobile app developers

AppClues Infotech

AppClues Infotech

1589447053

Mobile App Development Services in New York

Looking for a Top Mobile App Development Services in New York? AppClues Infotech is a team of professionals dedicated to mobile app development. We provide a wide range of custom mobile app development services at an affordable price with the latest features & tools. Hire us now for mobile app development services to convert your ideas into reality.

Our Mobile App Development Services:

  • Android App Development
  • iOS App Development
  • Flutter App Development
  • Cross-Platform App Development
  • Ionic App Development
  • React Native App Development

For more info:
Call: +1-978-309-9910
Email: info@appcluesinfotech.com

#mobile app development services in new york #custom mobile app development new york #mobile app development new york #mobile app development company in new york #custom ios app development company new york