LMs that "know more" about toxicity are less toxic! Our #TACL 📄 connects behavior and internals: 💠 LMs amplify toxicity beyond humans 💠 Information about toxicity peaks in lower layers 💠 Bypassing these layers increases toxicity More details👇 #NLProc #interpretability (1/🧵)

✨ The schedule for our INTERPLAY workshop at COLM is live! ✨ 🗓️ October 10th, Room 518C 🔹 Invited talks from @sarah-nlp.bsky.social John Hewitt @amuuueller.bsky.social @kmahowald.bsky.social 🔹 Paper presentations and posters 🔹 Closing roundtable discussion. Join us in Montréal! @colmweb.org

Missed a spot? If you have a pre-reviewed paper from ARR or COLM that focuses on the INTERPLAY between LM internals and behavior, there is a shortcut to presenting at our @colmweb.org workshop! ✨ Join us in Montréal! 🇨🇦 CfP: shorturl.at/sBomu OpenReview: shorturl.at/WwWhg #nlproc #interpretability

Delighted that ✨Mor Geva (@megamor2.bsky.social) and ✨Anna Ivanova (@neuranna.bsky.social) will complete our speaker line-up and talk about the INTERPLAY of model internals and behavior. Be there and submit by June 30th 📄 shorturl.at/sBomu See you in 🇨🇦 @colmweb.org #nlproc #interpretability