Multi review summarization2019 Community Moderator ElectionMulti-GPU, multi-machine computation with TorchExtract sentences from beginning of news in single document summarizationExtractive text summarization, as a classification problem using deep networksMulti-task learning for Multi-label classification?What other approaches are there for abstractive summarization, other then seq2seq?Training data for multi-category classification algorithmLSTM sentiment classification code reviewLSTM Multi-state forecastMulti Class Text Classification?review: gradient descent, epochs, validation in neural network training

What's the purpose of "true" in bash "if sudo true; then"

Was Spock the First Vulcan in Starfleet?

Why "be dealt cards" rather than "be dealing cards"?

Valid Badminton Score?

Was the picture area of a CRT a parallelogram (instead of a true rectangle)?

Can I Retrieve Email Addresses from BCC?

Have I saved too much for retirement so far?

Can somebody explain Brexit in a few child-proof sentences?

How to be diplomatic in refusing to write code that breaches the privacy of our users

Are there any comparative studies done between Ashtavakra Gita and Buddhim?

Hostile work environment after whistle-blowing on coworker and our boss. What do I do?

Greatest common substring

Mapping a list into a phase plot

I'm in charge of equipment buying but no one's ever happy with what I choose. How to fix this?

How do I keep an essay about "feeling flat" from feeling flat?

Is HostGator storing my password in plaintext?

What would happen if the UK refused to take part in EU Parliamentary elections?

Opposite of a diet

How could Frankenstein get the parts for his _second_ creature?

How will losing mobility of one hand affect my career as a programmer?

Is expanding the research of a group into machine learning as a PhD student risky?

Where in the Bible does the greeting ("Dominus Vobiscum") used at Mass come from?

Failed to fetch jessie backports repository

How can I use the arrow sign in my bash prompt?



Multi review summarization



2019 Community Moderator ElectionMulti-GPU, multi-machine computation with TorchExtract sentences from beginning of news in single document summarizationExtractive text summarization, as a classification problem using deep networksMulti-task learning for Multi-label classification?What other approaches are there for abstractive summarization, other then seq2seq?Training data for multi-category classification algorithmLSTM sentiment classification code reviewLSTM Multi-state forecastMulti Class Text Classification?review: gradient descent, epochs, validation in neural network training










0












$begingroup$


I'm working on a project in which I want to summarize hotel reviews into a abstract summary. I've seen that RNN are the state of the art among all the abtractive summarization methods (Seq2Seq, etc). However, it performs really well on single document summarization, but to my knowledge not when the input is hundreds of reviews. I've read some papers about hierarchical Seq2seq for multi document summarization but it's only about news summarization.



So I was wondering wether you know some techniques adapted to reviews, and / or a sufficiently large dataset [multiple reviews --> summary] to train a hierarchical Seq2Seq.



Thank you !










share|improve this question







New contributor




Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.







$endgroup$
















    0












    $begingroup$


    I'm working on a project in which I want to summarize hotel reviews into a abstract summary. I've seen that RNN are the state of the art among all the abtractive summarization methods (Seq2Seq, etc). However, it performs really well on single document summarization, but to my knowledge not when the input is hundreds of reviews. I've read some papers about hierarchical Seq2seq for multi document summarization but it's only about news summarization.



    So I was wondering wether you know some techniques adapted to reviews, and / or a sufficiently large dataset [multiple reviews --> summary] to train a hierarchical Seq2Seq.



    Thank you !










    share|improve this question







    New contributor




    Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
    Check out our Code of Conduct.







    $endgroup$














      0












      0








      0





      $begingroup$


      I'm working on a project in which I want to summarize hotel reviews into a abstract summary. I've seen that RNN are the state of the art among all the abtractive summarization methods (Seq2Seq, etc). However, it performs really well on single document summarization, but to my knowledge not when the input is hundreds of reviews. I've read some papers about hierarchical Seq2seq for multi document summarization but it's only about news summarization.



      So I was wondering wether you know some techniques adapted to reviews, and / or a sufficiently large dataset [multiple reviews --> summary] to train a hierarchical Seq2Seq.



      Thank you !










      share|improve this question







      New contributor




      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.







      $endgroup$




      I'm working on a project in which I want to summarize hotel reviews into a abstract summary. I've seen that RNN are the state of the art among all the abtractive summarization methods (Seq2Seq, etc). However, it performs really well on single document summarization, but to my knowledge not when the input is hundreds of reviews. I've read some papers about hierarchical Seq2seq for multi document summarization but it's only about news summarization.



      So I was wondering wether you know some techniques adapted to reviews, and / or a sufficiently large dataset [multiple reviews --> summary] to train a hierarchical Seq2Seq.



      Thank you !







      deep-learning nlp automatic-summarization






      share|improve this question







      New contributor




      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.











      share|improve this question







      New contributor




      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.









      share|improve this question




      share|improve this question






      New contributor




      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.









      asked Mar 21 at 9:57









      Bastien DéchampsBastien Déchamps

      1




      1




      New contributor




      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.





      New contributor





      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.






      Bastien Déchamps is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.




















          0






          active

          oldest

          votes











          Your Answer





          StackExchange.ifUsing("editor", function ()
          return StackExchange.using("mathjaxEditing", function ()
          StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix)
          StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
          );
          );
          , "mathjax-editing");

          StackExchange.ready(function()
          var channelOptions =
          tags: "".split(" "),
          id: "557"
          ;
          initTagRenderer("".split(" "), "".split(" "), channelOptions);

          StackExchange.using("externalEditor", function()
          // Have to fire editor after snippets, if snippets enabled
          if (StackExchange.settings.snippets.snippetsEnabled)
          StackExchange.using("snippets", function()
          createEditor();
          );

          else
          createEditor();

          );

          function createEditor()
          StackExchange.prepareEditor(
          heartbeatType: 'answer',
          autoActivateHeartbeat: false,
          convertImagesToLinks: false,
          noModals: true,
          showLowRepImageUploadWarning: true,
          reputationToPostImages: null,
          bindNavPrevention: true,
          postfix: "",
          imageUploader:
          brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
          contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
          allowUrls: true
          ,
          onDemand: true,
          discardSelector: ".discard-answer"
          ,immediatelyShowMarkdownHelp:true
          );



          );






          Bastien Déchamps is a new contributor. Be nice, and check out our Code of Conduct.









          draft saved

          draft discarded


















          StackExchange.ready(
          function ()
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f47726%2fmulti-review-summarization%23new-answer', 'question_page');

          );

          Post as a guest















          Required, but never shown

























          0






          active

          oldest

          votes








          0






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes








          Bastien Déchamps is a new contributor. Be nice, and check out our Code of Conduct.









          draft saved

          draft discarded


















          Bastien Déchamps is a new contributor. Be nice, and check out our Code of Conduct.












          Bastien Déchamps is a new contributor. Be nice, and check out our Code of Conduct.











          Bastien Déchamps is a new contributor. Be nice, and check out our Code of Conduct.














          Thanks for contributing an answer to Data Science Stack Exchange!


          • Please be sure to answer the question. Provide details and share your research!

          But avoid


          • Asking for help, clarification, or responding to other answers.

          • Making statements based on opinion; back them up with references or personal experience.

          Use MathJax to format equations. MathJax reference.


          To learn more, see our tips on writing great answers.




          draft saved


          draft discarded














          StackExchange.ready(
          function ()
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f47726%2fmulti-review-summarization%23new-answer', 'question_page');

          );

          Post as a guest















          Required, but never shown





















































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown

































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown







          Popular posts from this blog

          Adding axes to figuresAdding axes labels to LaTeX figuresLaTeX equivalent of ConTeXt buffersRotate a node but not its content: the case of the ellipse decorationHow to define the default vertical distance between nodes?TikZ scaling graphic and adjust node position and keep font sizeNumerical conditional within tikz keys?adding axes to shapesAlign axes across subfiguresAdding figures with a certain orderLine up nested tikz enviroments or how to get rid of themAdding axes labels to LaTeX figures

          Luettelo Yhdysvaltain laivaston lentotukialuksista Lähteet | Navigointivalikko

          Gary (muusikko) Sisällysluettelo Historia | Rockin' High | Lähteet | Aiheesta muualla | NavigointivalikkoInfobox OKTuomas "Gary" Keskinen Ancaran kitaristiksiProjekti Rockin' High