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GaryMarcus's profile
Gary Marcus
Gary Marcus
Gary Marcus
@GaryMarcus

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Gary Marcus

@GaryMarcus

CEO/Founder of http://Robust.AI ; cognitive scientist, and best-selling author. New book: http://Rebooting.AI : Building Artificial Intelligence We Can Trust

garymarcus.com
Joined December 2010

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    Gary Marcus‏ @GaryMarcus Oct 28
    • Report Tweet

    Gary Marcus Retweeted Gary Marcus

    Working on a benchmark to test the capacity of contemporary AI to develop anticipate how events unfold over time, given natural language input. If anyone wants to - help make the benchmark or - compete let me know (contact form at garymarcus dot com)https://twitter.com/GaryMarcus/status/1188803198980521986 …

    Gary Marcus added,

    Gary Marcus @GaryMarcus
    Key problem with systems like GPT-2 is not that they dont deal with quantities (as @Ylecun suggests below), it is they don't develop robust representations of *how events unfold over time* Clearest w number, but true in many cases, and it's part of why the quantity cases fail: https://twitter.com/ylecun/status/1188746007330222082 … pic.twitter.com/H2xICn37iZ
    8:32 PM - 28 Oct 2019
    • 16 Retweets
    • 80 Likes
    • Avijit Thawani Harris Chan Terence Plizga Tomasz Darmetko Jaschar Jisreel Domann Vivek Khetan Vladimir Bougay Enric G. ozansener
    7 replies 16 retweets 80 likes
      1. New conversation
      2. hardmaru‏ @hardmaru Oct 28
        • Report Tweet
        Replying to @GaryMarcus

        I suggest making the benchmark airtight in a way where the goalposts cannot be moved. If someone submits a blob of code that does really well, and their solution is not one that people in the community might approve of, they cannot be accused of "cheating" or breaking guidelines.

        3 replies 0 retweets 26 likes
      3. Gary Marcus‏ @GaryMarcus Oct 29
        • Report Tweet
        Replying to @hardmaru

        easier said then done as @nasrinmmm could tell you.

        1 reply 0 retweets 2 likes
      4. 1 more reply
      1. New conversation
      2. Alok Damle‏ @alok_damle Oct 29
        • Report Tweet
        Replying to @GaryMarcus

        We have been developing a test set for NLU. Some examples with various sample categories can be found at https://www.rulasys.com/rula-test  We surely look forward to a similar benchmark which tests "true NL understanding" ability rather than "phrase finding" ability.

        1 reply 0 retweets 3 likes
      3. Gary Marcus‏ @GaryMarcus Oct 29
        • Report Tweet
        Replying to @alok_damle

        this is close to what i have in mind. has community tried it? please dm to discuss

        0 replies 0 retweets 0 likes
      4. End of conversation
      1. New conversation
      2. Brad Wyble‏ @bradpwyble Oct 29
        • Report Tweet
        Replying to @GaryMarcus

        I think a good test would be framed in terms of narrative, which is something we don't have a good formal understanding of yet, but we understand at an intuitive level. Existing tests (e.g. bAbI) are about monitoring factual states of the world. Narrative, on the other hand >

        1 reply 0 retweets 3 likes
      3. Brad Wyble‏ @bradpwyble Oct 29
        • Report Tweet
        Replying to @bradpwyble @GaryMarcus

        Narrative would represent the changes in state, rather than snapshots. It could best be described as arcs, plots, journeys, and incorporates clear cause-effect relationships. Moreover, it would be centered on agents, including mental models, and how they change over time >

        1 reply 0 retweets 3 likes
      4. 4 more replies
      1. New conversation
      2. sandya mannarswamy‏ @sandyasm Oct 28
        • Report Tweet
        Replying to @GaryMarcus

        Gary, I can contrib to benchmark dev.. Will connect offline.

        1 reply 0 retweets 1 like
      3. Beth Carey‏ @BethCarey12 Oct 28
        • Report Tweet
        Replying to @sandyasm @GaryMarcus

        @GaryMarcus we will have our own benchmark for real NLU, not like today's ones which test machine learning on specific data sets, after trained, to highlight pieces of text.

        1 reply 0 retweets 1 like
      4. 2 more replies
      1. New conversation
      2. Mark Cannon‏ @markcannon5 Oct 29
        • Report Tweet
        Replying to @GaryMarcus

        Make the AI watch half a movie and ask it to explain what might happen in the 2nd half. Ask it to listen to a few lectures on website design and then build a website about cats. If you set the bar higher Gary people might start to realise how I'll equipped ML is to deal with GI

        1 reply 2 retweets 13 likes
      3. 1 more reply

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