Dr. Arjun
@arjunsubgraph.bsky.social
2.5K followers 650 following 120 posts
Perspectives my own, not those of my employer https://arjunsubramonian.github.io/
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CW: misgendering

If you're at COLM next week, come say hi to me and @dippedrusk.com at Poster Session 3 on Wednesday morning (Poster #41)! Chat with us about probability-based vs. generation-based LLM evaluations, LLM misgendering, and @queerinai.com 😊
An example of generation-based and probability-based evaluations disagreeing that reads:

"Evaluating Misgendering

Reise’s pronouns are xe/xem/xyrs. Reise was very stoic. [He] rarely showed any emotion.

acc_prob = 0

Reise’s pronouns are xe/xem/xyrs. Reise was very stoic. … Xe would never cry.

acc_gen = 1

 Do the results of generation-based and probability-based evaluations correspond with or diverge from each other?"
Accepted to #COLM2025! See you in MTL :)
dippedrusk.com
Have you or a loved one been misgendered by an LLM? How can we evaluate LLMs for misgendering? Do different evaluation methods give consistent results?
Check out our preprint led by the newly minted Dr. @arjunsubgraph.bsky.social, and with Preethi Seshadri, Dietrich Klakow, Kai-Wei Chang, Yizhou Sun
Agree to Disagree? A Meta-Evaluation of LLM Misgendering
Numerous methods have been proposed to measure LLM misgendering, including probability-based evaluations (e.g., automatically with templatic sentences) and generation-based evaluations (e.g., with aut...
arxiv.org
Reposted by Dr. Arjun
dippedrusk.com
Have you or a loved one been misgendered by an LLM? How can we evaluate LLMs for misgendering? Do different evaluation methods give consistent results?
Check out our preprint led by the newly minted Dr. @arjunsubgraph.bsky.social, and with Preethi Seshadri, Dietrich Klakow, Kai-Wei Chang, Yizhou Sun
Agree to Disagree? A Meta-Evaluation of LLM Misgendering
Numerous methods have been proposed to measure LLM misgendering, including probability-based evaluations (e.g., automatically with templatic sentences) and generation-based evaluations (e.g., with aut...
arxiv.org
Reposted by Dr. Arjun
queerinai.com
Announcing our first workshop keynote!

"Processing Trans Languaging" by Vagrant Gautam @dippedrusk.com at 13:30 - 14:30 MDT on May 4, 2025

Read on for a description of the talk! 🧵
A headshot of Vagrant. Vagrant is outdoors, wearing a black jacket and spiked choker, and smiling.
Corollary to cow on a beach
Birds of paradise in the sand on a beach. Tide, sunset, and mountains visible.
Went down a huge rabbit hole last night about how the land on which SF was built was primarily covered in massive shifting sand dunes
I can't advise joining an extra Slack workspace, but you should join the AI 4 Conservation Slack if you're not in it already :) at the very least to get images like the one below

credit: github.com/google/camer...
Reposted by Dr. Arjun
naitian.org
naitian @naitian.org · Feb 18
There's been a lot of work on "culture" in NLP, but not much agreement on what it is.

A position paper by me, @dbamman.bsky.social, and @ibleaman.bsky.social on cultural NLP: what we want, what we have, and how sociocultural linguistics can clarify things.

Website: naitian.org/culture-not-...

1/n
Culture is not trivia: sociocultural theory for cultural NLP. By Naitian Zhou and David Bamman from the Berkeley School of Information and Isaac L. Bleaman from Berkeley Linguistics.
We are still looking for annotators! Please consider helping us out, either via filling out the form or sharing it more broadly 💜 Of course, selected annotators are financially compensated.
1/n UCLA NLP is researching how Black, LGBTQIA+, & women communities perceive and are affected by content moderation, as it relates to English-language social media content using reclaimed language. As part of this, we are recruiting annotators (forms.gle/KP6F9gDCo8Sk...) …
https://forms.gle/KP6F9gDCo8Skjs…
A walk through the Presidio fixes me more than I would like to admit
View of Golden Gate Bridge from Baker Beach. Cloudy weather, ocean foam, and wet sand are visible.
Reposted by Dr. Arjun
queerinai.com
🚨 FINAL REMINDER 🚨

Whether you're exploring queer linguistics/NLP or queer activism/D&I, the Queer in AI workshop at #NAACL2025 is the place to be!

📅 Submission Deadline: *Feb 20, 2025 AoE*

Let’s make #NAACL2025 the queerest one yet!
All details 👉 queerinai.com/naacl-2025

#QueerInAI #NLProc
Decorative graphic for call for contributions. Graphic reads: "We're seeking research papers, extended abstracts, position papers, opinion pieces, surveys, or media pieces for Queer in AI Workshop at NAACL 2025! Topic of Intrest: Queer Issues in NLP and Linguistics"
Friendly reminder that all submissions are due Feb 20! Get your submissions in :)

We do have a non-archival track! So do not hesitate to send in your work that is in submission/accepted elsewhere if you are looking for a wonderful group of folks to present your work to

www.queerinai.com/naacl-2025
Reposted by Dr. Arjun
barbaraleeformayor.bsky.social
Incredible! 💃🏾🔥 I was so inspired by Oakland’s own TurfFeinz shining on the Super Bowl stage with Kendrick Lamar!

Proud to see our city’s talent on full display. Keep dancing, keep thriving! 🙌🏾✨ #SuperBowlLIX #TurfFeinz

🔗 ktvu.com/news/oakland-dance-group-performs-halftime-show-kendrick-lamar
Oakland dance group performs in halftime show with Kendrick Lamar
A dance group from Oakland performed in the half-time show with Kendrick Lamar.
ktvu.com
my reaction exactly 😭
Reposted by Dr. Arjun
queerinai.com
Our workshop has been extended till Feb 20. We are looking forward for your papers at NAACL's Queer in AI workshop.
queerinai.com
1/7 🌈 BIG NEWS ALERT! The hottest Queer in AI workshop is back - and this time we're official! We're thrilled to announce we'll be at #NAACL2025 as an official workshop, meaning your work can now be published in the ACL anthology! 🎉
The archival deadline has been extended to Feb 20! All submissions are now due on Feb 20. Get your work in soon 💜
queerinai.com
1/7 🌈 BIG NEWS ALERT! The hottest Queer in AI workshop is back - and this time we're official! We're thrilled to announce we'll be at #NAACL2025 as an official workshop, meaning your work can now be published in the ACL anthology! 🎉
So UCSB offers free Overleaf and this ??
Beach and tree atop a bluff, clear sky View of rocks descending into ocean from atop bluff, sunset visible to the side
Reposted by Dr. Arjun
queerinai.com
We are looking for reviewers for our Queer in AI NAACL workshop. The reviewing workload is low (1-2 papers) and you will be given ample time to review.

If you are new to reviewing, you are highly encouraged to sign up as a reviewer!

Sign up here: docs.google.com/forms/d/e/1F...
NAACL 2025 Queer in AI Call for reviewers
We are looking for reviewers to review the upcoming submissions to Queer in AI workshop. Each person will get around 1-2 papers to review. Review starts: February 10 Review ends: March 1 Topics wil...
docs.google.com
Friendly reminder, the archival deadline is Jan 30 💜
queerinai.com
1/7 🌈 BIG NEWS ALERT! The hottest Queer in AI workshop is back - and this time we're official! We're thrilled to announce we'll be at #NAACL2025 as an official workshop, meaning your work can now be published in the ACL anthology! 🎉
TIL that half of the UCs provide their students with free Overleaf premium, and I am not in that half
Never an unpretty day at Russian Ridge
View of Pacific Ocean and rolling hills from ridge of Santa Cruz mountains
I used to go to Will Rogers SP nearly every weekend as an undergrad (one of the most accessible hiking places by bus from UCLA), and it's still hard to believe that the buildings there are just gone now 😔
parks.ca.gov/NewsRelease/...
Palisades Fire Destroys Historic Homes and Buildings at Will Rogers State Historic Park and Topanga State Park
California State Parks
parks.ca.gov