Ankur Teredesai

1.1K posts

Ankur Teredesai banner
Ankur Teredesai

Ankur Teredesai

@ankurt

Professor: University of Washington | AI ML | ...

Seattle, WA Tham gia Aralık 2008
290 Đang theo dõi477 Người theo dõi
Ankur Teredesai đã retweet
Subbarao Kambhampati (కంభంపాటి సుబ్బారావు)
The tldr I use: "LLMs always hallucinate. Sometimes their hallicinations align with your reality". Whether or not the prompt makes them hallucinate in a way that aligns with reality depends very much on the prompter's ability to check, and thus.. x.com/rao2z/status/1… )
Subbarao Kambhampati (కంభంపాటి సుబ్బారావు) tweet media
Subbarao Kambhampati (కంభంపాటి సుబ్బారావు)@rao2z

Why we should view LLMs as powerful Cognitive Orthotics rather than alternatives for human intelligence #SundayHarangue LLMs are amazing giant external non-veridical memories that can serve as powerful cognitive orthotics for us, if rightly used (c.f. x.com/rao2z/status/1…). The trick, IMHO, is to exploit them without deluding ourselves in the process. The delusion comes chiefly from our incessant need to confuse them for human intelligence, merrily applying anthropomorphic concepts such as thinking , thoughts, reasoning and self-critiquing to LLMs. (c.f. x.com/rao2z/status/1…; x.com/rao2z/status/1…; x.com/rao2z/status/1…) This anthropomorphization is quite futile--and, as shown in the case of some of the current Ersatz Natural Science AI literature--even counterproductive and misleading. Sure we didn't quite foresee how impressive the approximate omniscience of these n-gram models on steroids would be, but that doesn't have to make us assume they do everything humans do. Unless human-level #AI is your singular goal, you don't necessarily need to think auto-regressive LLMs suck (as @ylecun puts it colorfully). LLMs can be very effective complementary cognitive orthotics without subsuming human intelligence. LLMs do some things way way way better than humans do  (the litmus test--from my perspective--being converting anything to iambic pentameter in seconds 😋x.com/rao2z/status/1…), and do other things (planning, reasoning, self critiquing, mental modeling) much worse (c.f. ; x.com/rao2z/status/1…; x.com/rao2z/status/1…; x.com/rao2z/status/1…) If we can manage to tone down the "LLMs are Zero-shot " studies rife with confirmation biases that conflate approximate retrieval for other capabilities associated with human intelligence (c.f. x.com/rao2z/status/1…; x.com/rao2z/status/1…), we can: 1. Focus on the right way of leveraging the strengths of LLMs. This can certainly be done in LLM-modulo architectures, with either humans or other specialized sound reasoners in the loop). 2. To the extent human-level intelligence is still your holy grail, keep open research avenues that don't just involve scaling up autoregressive architectures. (It is in this sense that I sympathize with @ylecun's AR-LLMs suck comment--they do, currently, suck the oxygen out of the research room 😅) tldr; you can get much farther with LLMs & #AI if you think of them as cognitive orthotics and can stop anthropomorphizing them.. (c.f. x.com/rao2z/status/1…; x.com/deliprao/statu…)

English
22
65
467
175K
Ankur Teredesai đã retweet
JJ
JJ@JosephJacks_·
Can we just make @ylecun president of AI and call it a day please?
English
195
989
4.9K
3.7M
Ankur Teredesai đã retweet
Mara Averick
Mara Averick@dataandme·
🎖 This really is such a bookmark-worthy post: 📊 “The Evolution of a ggplot (Ep. 1)” by @CedScherer buff.ly/3hP4A3B #rstats #dataviz [GIF: shows each stage of evolution of the plot]
GIF
English
12
426
2.3K
0
Ankur Teredesai đã retweet
B. Aditya Prakash
B. Aditya Prakash@badityap·
First time I heard #LinearAlgebra in a movie today: ‘the eigenvalue is all wrong, just program a Fourier transform’ from ‘No way out’ (Kevin Costner et al). Didn’t make much sense of course, but still commendable. Any other such gems I am missing out? #Mathinmovies
English
5
1
11
0
Ankur Teredesai đã retweet
tef
tef@tef_ebooks·
tfw the two hardest problems in computer science turn out to be "not building a hostile workplace" and "not actively participating in white supremacy/genocide"
English
29
1.7K
9.5K
0
Ankur Teredesai đã retweet
Bindu Reddy
Bindu Reddy@bindureddy·
Learning one of the most important ML and data science concepts, Bayes Theorem in the context of chilling with your BAE 😀 Probability of chilling given Netflix = (Probability of Netflixing given chilling x Probability of chilling) / Probability of Netflixing
Bindu Reddy tweet media
English
13
218
1.2K
0
Ankur Teredesai đã retweet
Programming Wisdom
Programming Wisdom@CodeWisdom·
"The number one skill required for learning any complex system is patience." - Kelsey Hightower
English
39
1.1K
5.1K
0
Ankur Teredesai đã retweet
Vala Afshar
Vala Afshar@ValaAfshar·
“There are decades where nothing happens; and there are weeks where decades happen.” The first three Wednesday’s of 2021: 1/6: insurrection 1/13: impeachment 1/20: inauguration
English
1
23
86
0
Ankur Teredesai đã retweet
Muhammad Aurangzeb Ahmad
Muhammad Aurangzeb Ahmad@vonaurum·
I am giving a tutorial on Explainable AI "Towards Deep Explanation in Machine Learning Supported by Visual Methods" with Boris Kovalerchuk and @ankurt #IJCAI at today at 4 pm PST Jan 6 (9 am Tokyo Time Jan 7) #IJCAI #XAI
Muhammad Aurangzeb Ahmad tweet media
English
0
2
7
0
Ankur Teredesai đã retweet
Ankur Teredesai đã retweet
Sara Hooker
Sara Hooker@sarahookr·
Science often requires having the mental fortitude to persist with a long term research agenda, even when the rest of the field moves on. A fascinating case study, worth the read! wired.co.uk/article/mrna-c…
English
0
16
90
0