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Related papers: Smart Reply: Automated Response Suggestion for Ema…

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In this paper, we present Smart Compose, a novel system for generating interactive, real-time suggestions in Gmail that assists users in writing mails by reducing repetitive typing. In the design and deployment of such a large-scale and…

Computation and Language · Computer Science 2019-06-04 Mia Xu Chen , Benjamin N Lee , Gagan Bansal , Yuan Cao , Shuyuan Zhang , Justin Lu , Jackie Tsay , Yinan Wang , Andrew M. Dai , Zhifeng Chen , Timothy Sohn , Yonghui Wu

This paper presents a computationally efficient machine-learned method for natural language response suggestion. Feed-forward neural networks using n-gram embedding features encode messages into vectors which are optimized to give…

Computation and Language · Computer Science 2017-05-03 Matthew Henderson , Rami Al-Rfou , Brian Strope , Yun-hsuan Sung , Laszlo Lukacs , Ruiqi Guo , Sanjiv Kumar , Balint Miklos , Ray Kurzweil

Intelligent features in email service applications aim to increase productivity by helping people organize their folders, compose their emails and respond to pending tasks. In this work, we explore a new application, Smart-To-Do, that helps…

Computation and Language · Computer Science 2020-05-14 Sudipto Mukherjee , Subhabrata Mukherjee , Marcello Hasegawa , Ahmed Hassan Awadallah , Ryen White

Smart Reply (SR) systems present a user with a set of replies, of which one can be selected in place of having to type out a response. To perform well at this task, a system should be able to effectively present the user with a diverse set…

Computation and Language · Computer Science 2023-05-29 Benjamin Towle , Ke Zhou

Reply suggestion systems represent a staple component of many instant messaging and email systems. However, the requirement to produce sets of replies, rather than individual replies, makes the task poorly suited for out-of-the-box…

Computation and Language · Computer Science 2023-10-31 Benjamin Towle , Ke Zhou

In this paper, we present design, implementation, and effectiveness of generating personalized suggestions for email replies. To personalize email responses based on users style and personality, we model the users persona based on her past…

Computation and Language · Computer Science 2018-06-13 Rajeev Gupta , Ranganath Kondapally , Chakrapani Ravi Kiran

The objective of the paper is to design an agent which provides efficient response to the caller when a call goes unanswered in smartphones. The agent provides responses through text messages, email etc stating the most likely reason as to…

Artificial Intelligence · Computer Science 2014-01-03 Sandeep Venkatesh , Meera V Patil , Nanditha Swamy

Reply suggestion models help users process emails and chats faster. Previous work only studies English reply suggestion. Instead, we present MRS, a multilingual reply suggestion dataset with ten languages. MRS can be used to compare two…

Computation and Language · Computer Science 2021-06-04 Mozhi Zhang , Wei Wang , Budhaditya Deb , Guoqing Zheng , Milad Shokouhi , Ahmed Hassan Awadallah

Email responses often contain items-such as a file or a hyperlink to an external document-that are attached to or included inline in the body of the message. Analysis of an enterprise email corpus reveals that 35% of the time when users…

Information Retrieval · Computer Science 2017-11-17 Christophe Van Gysel , Bhaskar Mitra , Matteo Venanzi , Roy Rosemarin , Grzegorz Kukla , Piotr Grudzien , Nicola Cancedda

Recommendation emails are among the best ways to re-engage with customers after they have left a website. While on-site recommendation systems focus on finding the most relevant items for a user at the moment (right item), email…

Artificial Intelligence · Computer Science 2016-09-21 Mohammed Korayem , Khalifeh Aljadda , Trey Grainger

We propose an approach for helping agents compose email replies to customer requests. To enable that, we use LDA to extract latent topics from a collection of email exchanges. We then use these latent topics to label our data, obtaining a…

Computation and Language · Computer Science 2015-10-08 Spandana Gella , Marc Dymetman , Jean Michel Renders , Sriram Venkatapathy

Given the overwhelming number of emails, an effective subject line becomes essential to better inform the recipient of the email's content. In this paper, we propose and study the task of email subject line generation: automatically…

Computation and Language · Computer Science 2019-06-11 Rui Zhang , Joel Tetreault

In this paper, we have proposed an architecture of active learning SVMs with relevance feedback (RF)for classifying e-mail. This architecture combines both active learning strategies where instead of using a randomly selected training set,…

Information Retrieval · Computer Science 2010-08-30 Md. Saiful Islam , Md. Iftekharul Amin

We study the problem of providing recommended responses to customer service agents in live-chat dialogue systems. Smart-reply systems have been widely applied in real-world applications (e.g. Gmail, LinkedIn Messaging), where most of them…

Information Retrieval · Computer Science 2018-11-28 Mengting Wan , Xin Chen

The Internet has dramatically changed the relationship among people and their relationships with others people and made the valuable information available for the users. Email is the service, which the Internet provides today for its own…

Information Retrieval · Computer Science 2013-10-24 Foruzan Kiamarzpour , Rouhollah Dianat , Mohammad bahrani , Mehdi Sadeghzadeh

Replying to formal emails is time-consuming and cognitively demanding, as it requires crafting polite phrasing and providing an adequate response to the sender's demands. Although systems with Large Language Models (LLMs) were designed to…

Human-Computer Interaction · Computer Science 2025-02-10 Yusuke Miura , Chi-Lan Yang , Masaki Kuribayashi , Keigo Matsumoto , Hideaki Kuzuoka , Shigeo Morishima

Automatic grading is not a new approach but the need to adapt the latest technology to automatic grading has become very important. As the technology has rapidly became more powerful on scoring exams and essays, especially from the 1990s…

Computation and Language · Computer Science 2020-04-20 Neslihan Suzen , Alexander Gorban , Jeremy Levesley , Evgeny Mirkes

In this paper, a workflow for designing a bot using Robotic Process Automation (RPA), associated with Artificial Intelligence (AI) that is used for information extraction, classification, etc., is proposed. The bot is equipped with many…

Machine Learning · Computer Science 2022-05-13 Arpit Khare , Sudhakar Singh , Richa Mishra , Shiv Prakash , Pratibha Dixit

Despite end-to-end neural systems making significant progress in the last decade for task-oriented as well as chit-chat based dialogue systems, most dialogue systems rely on hybrid approaches which use a combination of rule-based, retrieval…

Computation and Language · Computer Science 2021-05-07 Ashish Shrivastava , Kaustubh Dhole , Abhinav Bhatt , Sharvani Raghunath

Smart reply systems have been developed for various messaging platforms. In this paper, we introduce Uber's smart reply system: one-click-chat (OCC), which is a key enhanced feature on top of the Uber in-app chat system. It enables…

Computation and Language · Computer Science 2019-07-19 Yue Weng , Huaixiu Zheng , Franziska Bell , Gokhan Tur
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