Re:Towards a conversational agent that can chat about anything
by TACIXAT on Tuesday January 28, 2020 @05:01PM
(#22174569)
I would really like a bot that could summarize topics for me then drill down into specifics based on questions I had. Even if it was all just from the Wikipedia page. This would be so nice to triage information while driving.
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Re:Towards a conversational agent that can chat about anything
by nl on Wednesday January 29, 2020 @12:09AM
(#22177639)
There's active work on this (although in two separate strands of research).
The first is multi-document summarization. Back in 2018 Google published Generating Wikipedia by Summarizing Long Sequences[1] which did a great job of combining multiple pages into a single Wikipedia-like document. Models have strengthened a lot since then so it should be possible to do better, but I haven't seen any work.
There's also a bunch of work on summarization of a single document into a few sentences.
The second piece of research work is Question Answering. There are multiple directions for that, but looking at recent work on the SQUAD 2.0 leaderboard should give you a good idea of what is possible[2].
Basically, combining these systems should work quite well a lot of the time.
Re:Towards a conversational agent that can chat about anything
by windyaskew on Tuesday January 28, 2020 @05:34PM
(#22174852)
Actually just ran into this [1] today. Not production ready, but you could hack something together with it. It was even trained on Wikipedia articles.
Re:Towards a conversational agent that can chat about anything
by dekhn on Tuesday January 28, 2020 @05:06PM
(#22174611)
i've thought of this many times.
"Wikibot, tell me more about bridges of the 19th century." <blah blah summary>
"Stop. Tell me more the Ponte delle Catene, Bagni di Lucca bridge"
<blah blah details>
Re:Towards a conversational agent that can chat about anything
by FabHK on Tuesday January 28, 2020 @05:59PM
(#22175096)
Even simpler, I wanted my iPhone to read a wikipage out loud to me while I was walking home in the cold, and I was surprised that I couldn't figure it out - you can switch on the screen reader in accessibility, but it stopped reading after half a paragraph. Very annoying.