Artificial Intelligence Stack Exchange
Artificial Intelligence Stack Exchange

Questions tagged [text-summarization]

For questions related to (automatic) text summarization, which is the task of producing a concise and fluent summary of a text or document while preserving key information content and the overall meaning of the original document. For example, search engines are an example of an application that generates summaries as the previews of the documents or websites.

See, for example, Text Summarization Techniques: A Brief Survey for an overview of the field.

25 questions
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How do I use GPT-2 to summarise text?

In section 3.6 of the OpenAI GPT-2 paper it mentions summarising text based relates to this, but the method is described in very high-level terms: To induce summarization behavior we add the text TL;DR: after the article and generate 100 tokens…
Tom Hale
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Video summarization similar to Summe's TextRank

We have the popular TextRank API which given a text, ranks keywords and can apply summarization given a predefined text length. I am wondering if there is a similar tool for video summarization. Maybe a library, a deep model or ML-based tool that…
Tina J
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How does the "Lorem Ipsum" generator work?

I've seen many Lorem Ipsum generators on the web, but not only, there is also "bacon ispum", "space ispum", etc. So, how do these generators generate the text? Are they powered by an AI?
Luke
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Use Machine/Deep Learning to Guess a String

I want to be able to input a block of text and then have it guess a string within a predefined range (i.e. a string that starts with three letters and ends with five numbers like "XXX12345", etc). Ideally, the string it will be guessing will be…
TreHoffman
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Can abstractive summarization be achieved using neural networks?

Text summarization is a long-standing research problem that was "ignited" by Luhn in 1958. However, a half century later, we still came nowhere close to solving this problem (abstractive summarization). The reason for this might be because…
user220
3
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1 answer

How would one go about generating *sensible* responses to chat?

I have recently gone about and made a simple AI, one that gives responses to an input (albeit completely irrelevant and nonsensical ones), using Synaptic.js. Unfortunately, this is not the type of text generation I am looking for. What I am looking…
FreezePhoenix
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What should the dimension of the input be for text summarization?

I am trying to build a model for extractive text summarization using keras sequential layers. I am having a hard time trying to understand how to input my x data. Should it be an array of documents with each document containing an array of…
inquisitive
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What is easier or more efficient to summarize voice or text? [DP/RN]

If possible consider the relationship between implementation difficulty and accuracy in voice examples or simply chat conversations. And currently, what are the directions on algorithms like Deep Learning or others to solve this.
Eric Saboia
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What are the most effective methods and tools for summarizing long-form content like articles, editorials, and discussion threads for an app?

With users expecting instantaneous information and no compromise on in-depth details, app developers are challenged to condense long-form content such as articles, editorials, and discussion threads into concise summaries. To ensure that users still…
Anshu Kumar Gupta
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How would you build an AI to output the primary concept of a paragraph?

My thinking is you input a paragraph, or sentence, and the program can boil it down to the primary concept(s). Example: Input: Sure, it would be nice if morality was simply a navigation toward greater states of conscious well-being, and diminishing…
Otherness
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What AI service can define personality portfolio based on text?

Imagine this theoretical situation: A group of people are asked to provide a solution for an imaginary problem via email. Then an AI service runs through their written solution, analyzing the kind of words and sentences they use, essentially…
Koppany
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Any software to guess idea flow (basic ideas/statements and their derivations) throughout text?

Is there any existing software which analyzes idea flow in the text (or between different texts, e.g scientific articles) and for example visualizes it with some graph?
Ivan Lazarevsky
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Can you automatically write a text summarizing a finance document using AI models?

I'm given pdf documents containing complex information about a financial product and my task is to write a disclaimer: a two page document with a very precise structure explaining this financial product, the risks associated to it etc, infos that…
Arthur Gere
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Among N documents, how to summarize the most unique content in each document?

I now have $N$ documents, which share common content and they have special unique content. Say I have $3$ legal documents related to the same person. Document $A$ is about land law, document $B$ is about company law and document $C$ is about…
fuyutsuki
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Is it possible to classify the subject of a conversation?

I would like to classify the subject of a conversation. I could classify each messages of the conversation, but I will loose some imformation because of related messages. I also need to do it gradually and not at the end of the conversation. I…
Benjamin Binard
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