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Tom Stafford

@tomstafford.mastodon.online.ap.brid.gy

26 Following1.2k Followers

"A vast confusion of vows, wishes, actions, edicts, petitions, lawsuits, pleas, laws, proclamations, complaints, grievances, are daily brought to our ears. "

🌉 bridged from ⁂ https://mastodon.online/@tomstafford, follow @ap.brid.gy to interact

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@tomstafford.mastodon.online.ap.brid.gyOct 10, 2026, 11:09 AM

@Edent plus ca change

@tomstafford.mastodon.online.ap.brid.gyOct 8, 2026, 8:35 AM

Interesting (funded) PhD position : How do you turn an exhibition into a behaviour change intervention that can reduce pollution? […]

@tomstafford.mastodon.online.ap.brid.gyOct 5, 2026, 8:26 PM

#Sheffield! @pluralistic is coming to town

https://www.outsavvy.com/event/40274/cory-doctorow-in-conversation

25 November, 6:30pm

@tomstafford.mastodon.online.ap.brid.gyOct 3, 2026, 7:38 AM

#bruxelles

A big building in the sun. Down the side a huge banner reading DEMOCRACY
@tomstafford.mastodon.online.ap.brid.gyOct 2, 2026, 12:36 PMReposted by @tomstafford.mastodon.online.ap.brid.gy

A bruhahah over re-granting of devolved funds forces UKRI to clarify their policy : AI may *not* be used in grant proposal review

https://www.science.org/content/article/u-k-funder-uses-ai-triage-reject-grant-proposals-leaving-researchers-dismayed

Also has some general lessons on deploying AI […]

@tomstafford.mastodon.online.ap.brid.gyOct 2, 2026, 1:10 PM

Pairs well with this thoughtful journal editorial https://journals.aom.org/doi/10.5465/amle.2026.0628

We must have clearer focus on judging the distinctive human (quality) voice of academic work AND an immediate cap on submissions, argues Dirk Lindebaum

Is the new stable state going to be […]

@tomstafford.mastodon.online.ap.brid.gyOct 2, 2026, 12:36 PM

A bruhahah over re-granting of devolved funds forces UKRI to clarify their policy : AI may *not* be used in grant proposal review

https://www.science.org/content/article/u-k-funder-uses-ai-triage-reject-grant-proposals-leaving-researchers-dismayed

Also has some general lessons on deploying AI […]

@tomstafford.mastodon.online.ap.brid.gySep 28, 2026, 9:53 AM

@drjennings.bsky.social strong levels of certainty

@tomstafford.mastodon.online.ap.brid.gySep 28, 2026, 9:51 AM

@drjennings.bsky.social fair enough

the bit you quoted seems appropriately hedged imo. "would affect" != "will vote based on"

@tomstafford.mastodon.online.ap.brid.gySep 28, 2026, 9:17 AM

@drjennings.bsky.social you've lost me. What's your point?

@tomstafford.mastodon.online.ap.brid.gySep 26, 2026, 9:40 AM

Related: a conversation yesterday with an academic friend who was outraged that the University was using a paper he has authored in a benchmarking exercise: "but that's *my* paper!" The sense of a right to exclusivity seems similar, and highlights the emotional, it not sacred, aspects of […]

@tomstafford.mastodon.online.ap.brid.gySep 26, 2026, 9:38 AM

Graeber & Wengrow argue that indigenous societies often *only* have property relations in the domain of the sacred, and that these typically come with a duty of care (not just a right to exclusivity and destruction).

It makes me wonder how we might […]

[Original post on mastodon.online]

Photo of book cover: "the dawn of everything"
@tomstafford.mastodon.online.ap.brid.gySep 26, 2026, 6:47 AM

Two Fault Lines: Latent Polarity Geometry in X Community Notes

https://arxiv.org/pdf/2609.21496

"Refitting the base model these scorers share on the full public data (212.9M ratings, 2.33M notes, 1.07M raters), we find that one axis is too few. The space is at least two- dimensional. The first […]

@tomstafford.mastodon.online.ap.brid.gySep 24, 2026, 8:10 AM

anarchist trade union marching songs, in Finnish

https://open.qobuz.com/album/syqx2h2mt55hc

Solidaarisuutta aina!

@tomstafford.mastodon.online.ap.brid.gySep 24, 2026, 6:31 AM

Fascinating how, as LLMs notionally become more capable, they run into problems of cognitive architecture which have analogues in the human mind

https://www.dbreunig.com/2025/06/22/how-contexts-fail-and-how-to-fix-them.html

(article is about various problems which having a long context […]

@tomstafford.mastodon.online.ap.brid.gySep 23, 2026, 11:27 AM

The inimitable Nihar Shah has a suggestion (co-authored with colleagues)

https://www.cs.cmu.edu/~nihars/preprints/greCAPTCHA.pdf

Authors must verify they understand work they are submitting. The team also propose a way to scale this verification

Although this seems like an obvious minimal bar […]

@tomstafford.mastodon.online.ap.brid.gySep 23, 2026, 11:21 AM

Academy of Management Learning & Education introduces submission cap

https://journals.aom.org/doi/10.5465/amle.2026.0628

click link for thoughtful reflection by outgoing editor in chief Dirk Lindebaum

@tomstafford.mastodon.online.ap.brid.gySep 23, 2026, 10:03 AM

@pozorvlak strong risk, especially since the evidence is that NLP researchers will do this in large numbers even when expressly told not to https://mastodon.online/@tomstafford/117319404915199810

You presume ACL have thought about this....

@tomstafford.mastodon.online.ap.brid.gySep 23, 2026, 8:54 AM

ACL conference moving to requiring you provide reviews if you want to submit

https://www.aclweb.org/portal/content/acl-sustainable-reviewing-policy

Signalling theory take: AI lowered the cost of submission, so already creaking peer review commons fell over. Requiring reviews introduces a new […]

@tomstafford.mastodon.online.ap.brid.gySep 23, 2026, 8:27 AM

A conference with 17,000 reviewers randomised the permissions on AI use (none vs some). Decisions didn't change, but the permissive group turned in longer reviews. There was, however, "substantial noncompliance", with reviewers in both groups using LLMs for reviews in ways they were expressly […]

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