Christopher Manning's Avatar

Christopher Manning

@chrmanning.bsky.social

Stanford Linguistics and Computer Science. Director, Stanford AI Lab. Founder of @stanfordnlp.bsky.social . #NLP https://nlp.stanford.edu/~manning/

9,383 Followers  |  255 Following  |  40 Posts  |  Joined: 11.11.2023  |  1.9768

Latest posts by chrmanning.bsky.social on Bluesky

Hi everyone

I was denied entry, detained, and deported from the USA over the last 48 hours because of my reporting on the Columbia student protests

I arrived back in Melbourne hours ago and had my phone handed back to me upon landing

14.06.2025 01:27 โ€” ๐Ÿ‘ 11882    ๐Ÿ” 5075    ๐Ÿ’ฌ 226    ๐Ÿ“Œ 499
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An Open-Source AI Agent for Doing Tasks on the Web | Stanford HAI NNetNav learns how to navigate websites by mimicking childhood learning through exploration.

Stanford scholars introduced an open-source AI agent that learns how to navigate websites by mimicking childhood learning โ€“ an approach that could lead to more efficient, transparent, and privacy-conscious AI: hai.stanford.edu/news/an-open...

@chrmanning.bsky.social @shikharmurty.bsky.social

28.03.2025 19:00 โ€” ๐Ÿ‘ 15    ๐Ÿ” 6    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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Science Under Threat in the United States: How scientists and institutions should respond Individual researchers and university leaders need to make the case for science to their elected representatives and to the public at large.

Science is under threat in the US. @elife.bsky.social have commissioned a series of articles discussing the implications and what we can do. The first three articles are now live. More to follow:
elifesciences.org/articles/106...
elifesciences.org/articles/106...
elifesciences.org/articles/106...

25.03.2025 14:24 โ€” ๐Ÿ‘ 233    ๐Ÿ” 162    ๐Ÿ’ฌ 12    ๐Ÿ“Œ 6

US tech firms - IME - rely heavily on grads of higher ed in general, and US higher ed in particular...

And yet I've not heard much noise from the Pichais, Nadellas, Zuckerbergs, Cooks, Benioffs, Sus, Jassys, Huangs, etc. about attacks on higher education...

Am I missing it or does it not exist?

13.03.2025 13:53 โ€” ๐Ÿ‘ 114    ๐Ÿ” 14    ๐Ÿ’ฌ 12    ๐Ÿ“Œ 1
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Large AI models are cultural and social technologies Implications draw on the history of transformative information systems from the past

1. @alisongopnik.bsky.social, Cosma Shalizi, James Evans and myself have a new piece in Science on "AI" Large Models, pushing back against much of the collective wisdom about what they can and can't do. Official below, unpaywalled at henryfarrell.net/large-ai-mod... . So why this now?

14.03.2025 12:57 โ€” ๐Ÿ‘ 453    ๐Ÿ” 191    ๐Ÿ’ฌ 22    ๐Ÿ“Œ 50

The New York Times is the first to put out comprehensive estimates on the cost of a year without U.S.A.I.D. and theyโ€™re higher than I thought:
- 1.65 million deaths from AIDS
- 500,000 from lack of vaccines
- 550,000 from lack of food aid
- 290,000 from malaria
- 310,000 from TB

15.03.2025 16:42 โ€” ๐Ÿ‘ 9676    ๐Ÿ” 5423    ๐Ÿ’ฌ 235    ๐Ÿ“Œ 580
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Chinese nationals banned from US student visas under new House GOP proposal Rep. Riley Moore is leading a bill to ban Chinese nationals from getting student visas in the U.S.

If you asked me to come up with ways to sabotage America from within, I wouldnโ€™t do as good a job as Republicans have done this year.

Just a bottomless pit of economic self owns.

14.03.2025 19:51 โ€” ๐Ÿ‘ 227    ๐Ÿ” 35    ๐Ÿ’ฌ 8    ๐Ÿ“Œ 12
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EUโ€“CPTPP Integration: A Strategic Roadmap in a Multipolar World In an era of shifting global trade dynamics and rising geopolitical tensions, the European Union (EU) faces a critical strategic choice.

โ€ฆ China to join the CPTPP (Comprehensive and Progressive Agreement for Trans-Pacific Partnership)?

www.scmp.com/opinion/worl...

14.03.2025 15:36 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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EUโ€“CPTPP Integration: A Strategic Roadmap in a Multipolar World In an era of shifting global trade dynamics and rising geopolitical tensions, the European Union (EU) faces a critical strategic choice.

The US ๐Ÿ‡บ๐Ÿ‡ธ under Trump is pretty decisively committed to unilateral on-whim trade tariffs. For countries like Canada ๐Ÿ‡จ๐Ÿ‡ฆ and Australia ๐Ÿ‡ฆ๐Ÿ‡บ that still believe in rules-based free trade, maybe itโ€™s time to think much more seriously about getting the EU and then โ€ฆ

moderndiplomacy.eu/2025/03/14/e...

14.03.2025 15:36 โ€” ๐Ÿ‘ 8    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Iโ€™m fascinated by both Schumerโ€™s logics and by the reaction to his logics from the Dems. The former is Schumerโ€™s failure to understand the broader anger toward Congress. The latter is the publicโ€™s failure to understand the trap that the GOP set re the administrative state. There is no win here.

14.03.2025 15:29 โ€” ๐Ÿ‘ 73    ๐Ÿ” 10    ๐Ÿ’ฌ 11    ๐Ÿ“Œ 3
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An introductory talk by @chrmanning.bsky.social on โ€œLarge Language Models in 2025 โ€“ How much understanding and intelligence?โ€ at the Workshop on a Public AI Assistant to Worldwide Knowledge at Stanford, covering 3 eras of LLMs, RAG, Agents, DeepSeek-R1, using LLMs, โ€ฆ.

Video: youtu.be/5Aer7MUSuSU

10.03.2025 23:19 โ€” ๐Ÿ‘ 21    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I am concerned about AI but late at night, alone working on a proposal, I was glad ChatGPT had my back as I hit submit ๐Ÿ˜€.. Reminded me of @chrmanning.bsky.socialโ€™s mention in a talk of the 'Real World Utility Test' - early adoption of tech moves forward when itโ€™s genuinely useful, concerns and all.

06.03.2025 22:21 โ€” ๐Ÿ‘ 2    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Portrait photo of Ellen Voorhees

Portrait photo of Ellen Voorhees

Source: dl.acm.org/doi/10.1145/...

Of course, information context, provenance and accuracy are still vital, just as when looking at the underlying documents.

Also, factoid question answering as in this TREC-8 QA track was deployed earlier but LLMs gives us much more powerful QA.

05.03.2025 21:44 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

As @NIST Scientist Emeritus Ellen Voorhees said in 2000 (!), IR focused on โ€œretrieving a ranked list of documentsโ€ but often โ€œa user has a specific question and would much prefer that the system return the answer itselfโ€.

Itโ€™s super to see this becoming reality with neural LLMs!

05.03.2025 21:44 โ€” ๐Ÿ‘ 6    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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In 2013, at AKBC 2013 and other workshops, I gave a talk titled โ€œTexts are Knowledgeโ€. This was well before there were any transformer LLMsโ€”indeed before the invention of attentionโ€”and my early neural NLP ideas were rudimentary.

๐Ÿ”ฎ Nevertheless, the talk was quite prophetic!

03.03.2025 22:46 โ€” ๐Ÿ‘ 26    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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But one error that I think was made throughout was too large โ€œPhone Boothโ€ rooms. Everywhere there could have been 3, there are 2 too large ones. Phone booths are occupied by 1 person on Zoom or 2 doing a 1:1. Not 3 or 4. Besides, for groups of 3โ€“6, there are also many โ€œConversationโ€ rooms.

01.03.2025 18:15 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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The new Computing and Data Science (CoDa) building at @stanforduniversity.bsky.social is beautiful, with many lovely spaces, and a great, if already too crowded, Voyager Coffee coffee shop.

news.stanford.edu/stories/2025...

01.03.2025 18:15 โ€” ๐Ÿ‘ 25    ๐Ÿ” 0    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1
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How Disruptive Is DeepSeek? Stanford HAI Faculty Discuss Chinaโ€™s New Model Experts weigh in on the implications of DeepSeekโ€™s open-source model and its impact on technology, geopolitics, the arts, and more.

In this collection of perspectives, @stanfordhai.bsky.social senior fellows offer a multidisciplinary discussion of what #DeepSeek means for AI and society at large. hai.stanford.edu/news/how-dis...

@chrmanning.bsky.social @jlanday.bsky.social @yejinchoinka.bsky.social @amyzegart.bsky.social

13.02.2025 20:15 โ€” ๐Ÿ‘ 12    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
Picture of part of iOS screen showing lack of text option

Picture of part of iOS screen showing lack of text option

How can it be that the Apple iOS data detector pop-up gives you options to call or copy but not text?

Weโ€™re not in the twentieth century any more. The twenty-first century is almost a quarter done.

11.02.2025 00:05 โ€” ๐Ÿ‘ 8    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
NOT-OD-25-068: Supplemental Guidance to the 2024 NIH Grants Policy Statement: Indirect Cost Rates NIH Funding Opportunities and Notices in the NIH Guide for Grants and Contracts: Supplemental Guidance to the 2024 NIH Grants Policy Statement: Indirect Cost Rates NOT-OD-25-068. OD

1. Today the NIH director issued a new directive slashing overhead rates to 15%.

I want to provide some context on what that means and why it matters.

grants.nih.gov/grants/guide...

08.02.2025 00:18 โ€” ๐Ÿ‘ 7125    ๐Ÿ” 4164    ๐Ÿ’ฌ 266    ๐Ÿ“Œ 917
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Want to make a browser agent for *any* domain like banking or healthcare?
We propose methods for training LLMs with open-ended, unsupervised interaction on live websites:
โœ… OSS SoTA on WebVoyager
โœ… world's smallest high-performing web-agent
Try it here: nnetnav.dev

06.02.2025 17:42 โ€” ๐Ÿ‘ 9    ๐Ÿ” 2    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

๐Ÿ’ฏ

08.02.2025 05:20 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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DeepSeekโ€™s rise shows why Chinaโ€™s top AI talent is skipping Silicon Valley Young Chinese engineers focus on homegrown innovation, drawn by fewer visa hurdles and the chance to build a future on their own terms.

Maybe vilifying China & Chinese people, and increasing visa hassles & investigations arenโ€™t smart moves for keeping the US lead in AIโ€”given the number of engineers trained in China vs US?

โ€œMany Chinese students are not that interested in full-time jobs in the US.โ€

restofworld.org/2025/china-a...

05.02.2025 21:34 โ€” ๐Ÿ‘ 43    ๐Ÿ” 3    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1

I went to a Silicon Valley AI retreat in 2019. Turned out it was run by EA and Longtermists before I knew what those things were.

One activity was to envision future scenarios involving AI.

I told a story about the dangers of regulatory capture.

I was shunned for the rest of the event.

27.11.2024 00:55 โ€” ๐Ÿ‘ 100    ๐Ÿ” 10    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 1
History Repeating

โ€œThose who donโ€™t know history are destined to repeat it.โ€ A good historical perspective:

www.nytimes.com/2025/01/23/o...

24.01.2025 21:49 โ€” ๐Ÿ‘ 18    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Got my first spam message on @signal.org

I guess thatโ€™s evidence that the platform is growing?

19.01.2025 22:52 โ€” ๐Ÿ‘ 11    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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New developments on our 'LLMs can do metalinguistics' paper!

We created sentences and had GPT3.5, 4, o1 and Llama 3 analyze them as a linguist would.

We had 3 graduate students in linguistics evaluate how good linguists LLMs really are.

09.01.2025 18:09 โ€” ๐Ÿ‘ 19    ๐Ÿ” 4    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 2

I feel like I can see America changing before my eyes*

โ€œThe only lasting truth Is Change.
God Is Change.โ€
โ€“ Octavia Butler, Parable of the Sower

*Okay, maybe this feeling was exaggerated this morning by the Navy vs. Oklahoma Armed Forces Bowl game being on in the barbershop, but still โ€ฆ

27.12.2024 19:50 โ€” ๐Ÿ‘ 12    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Getting 50% (SoTA) on ARC-AGI with GPT-4o You can just draw more samples

Six months ago someone put a for-loop around GPT-4o and got 50% on the ARC-AGI test set and 72% on a held-out training set redwoodresearch.substack.com/p/getting-50... Just sample 8000 times with beam search.

o3 is probably a more principled search technique...

21.12.2024 18:16 โ€” ๐Ÿ‘ 137    ๐Ÿ” 23    ๐Ÿ’ฌ 4    ๐Ÿ“Œ 6
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How Seattle Could Rescue Small Retail The city government could buy up leases for empty storefronts and then market them at low rates to non-profits and small retail shops.

Just got back from Vancouver and I was amazed at how their downtown is full of cool little small businesses. The secret is โ€ฆ socialism? The government takes over leases of long-vacant spaces and sublets small subdivisions to locally-owned businesses and nonprofits.

www.postalley.org/2020/07/20/h...

21.12.2024 15:52 โ€” ๐Ÿ‘ 23    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

@chrmanning is following 20 prominent accounts