Florian Eichin

Florian Eichin

@florian-eichin.com

PhD candidate at LMU Munich. Representations, model and data attribution, training dynamics. Strong opinions on coffee and tea ☕ https://florian-eichin.com

113 followers250 following31 posts

Really cool work on using SAEs for topic modelling coming out recently. Allow me to put a very similar idea using linear decomposition of embedding spaces, which I explored in my Master's thesis in 2024, on your radar!

𝗚𝗿𝗮𝗱𝗶𝗲𝗻𝘁 𝗱𝗲𝘀𝗰𝗲𝗻𝘁 𝗶𝘀 𝗮𝗹𝗹 𝘆𝗼𝘂 𝗻𝗲𝗲𝗱 𝗳𝗼𝗿 𝗶𝗻𝘁𝗲𝗿𝗽𝗿𝗲𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆? In our ICML paper, we show that it might just be. ExPLAIND is a method that unifies data attribution, model component attribution, and training dynamics by computing an exact decomposition of model behavior based on gradient products.

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✨New paper✨ We find script (e.g. Cyrillic, Latin) to be a linear direction in the activation space of Whisper, enabling transliteration at test-time by adding such script directions to the activations — producing e.g. Cyrillic Japanese transcriptions.

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Thank you to our great Munich Center for Machine Learning (@munichcenterml.bsky.social) for featuring me in this research film! Lots of great films clips with my MCML colleagues are available on MCML's YouTube channel. #ai #aiethics #mcml #philosophy youtu.be/KUqiY8o1yng?...

youtu.beWhat is intelligence—and what kind of intelligence do we want in our future? With Prof. Sven NyholmYouTube video by MCML_Munich Center for Machine Learning
Munich Center for Machine Learning@munichcenterml.bsky.social

🎥 Who gets the credit, or the blame, when AI makes decisions? Sven Nyholm ( #LMU/ #MCML) reflects on how AI challenges our ideas of agency, credit, and blame — and why we need new ways of thinking about authorship, justice, and decision-making. www.youtube.com/watch?v=KUqi... #AI #Ethics

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🕺🏼swing by our poster in Hall 4/5 on Wednesday, July 30 at 11:00 to chat with @florian-eichin.com and I to find out the answers to these questions 🛎️ bonus: to see the full poster 🫣🧩 #ACL2025 #NLProc

MaiNLP lab, LMU Munich@mainlp.bsky.social

📝Probing LLMs for Multilingual Discourse Generalization Through a Unified Label Set 🔎Do LLMs encode and generalize discourse knowledge across languages? 👥 @florian-eichin.com @janetlauyeung.bsky.social @mhedderich.bsky.social @barbaraplank.bsky.social 🔗 arxiv.org/abs/2503.10515 📁Main - Long

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XAI’s dogwater performance on the 2025 IMO confirms that their Grok 4 benchmark claims were hot air. Their eye popping metrics were down to the following innovations: - train on test - train on test - train on test

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Interpretability meets Discourse. Congratulations to @florian-eichin.com to his first ACL paper 🎉

Janet Liu ⛷️@janetlauyeung.bsky.social

🦙 how well do LLMs encode discourse knowledge? does that generalize across languages? 🛎️ in our #ACL2025 paper, we uncover fascinating trends about multilingual discourse representations! joint work w/ @florian-eichin.com @barbaraplank.bsky.social @mhedderich.bsky.social 📄 arxiv.org/abs/2503.10515

Paper alert 🛎️

Janet Liu ⛷️@janetlauyeung.bsky.social

🦙 how well do LLMs encode discourse knowledge? does that generalize across languages? 🛎️ in our #ACL2025 paper, we uncover fascinating trends about multilingual discourse representations! joint work w/ @florian-eichin.com @barbaraplank.bsky.social @mhedderich.bsky.social 📄 arxiv.org/abs/2503.10515

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I’ll be at @icmlconf.bsky.social next week presenting NoLiMa! Poster on Tue July 15, 4:30–7pm (E-2312). Happy to grab a coffee and chat about long-context, memory, research, or just to catch up. I’ll be in Toronto for a couple of days after the conference, let me know if you’re around!

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Caught some great moments at #MCML Munich AI Day 2025 last week📍 From sharp keynotes to poster debates. Our team had the chance to show some recent work, join the conversations, and bring back plenty of food for thought🧠🗣️📊

Munich Center for Machine Learning@munichcenterml.bsky.social

Last week, #MCML Munich AI Day 2025 kicked off with keynotes by Julia Schnabel and Tina Eliassi-Rad, brilliantly moderated by Eva Schulz.

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The study is here but gated: journals.sagepub.com/doi/10.3102/... I’d be curious how these dynamics play out in our NLP review crisis. My hunch: many conscientious volunteers might be junior women. That time comes at a cost; chasing slackers means less time for rebutting my own reviews.

Amy Diehl, Ph.D.@amydiehl.bsky.social

In a study of professors, women got 378 new work requests over 4 weeks vs 118 for men. Women spent more time on service, advising & teaching; men on research. Orgs should track who is taking extra duties & ensure they are rewarded and distributed fairly. www.forbes.com/sites/kimels...

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Thanks for the invitation to the Freiburg Institute for Advanced Studies (FRIAS) to give this year's Hermann-Paul-Center Lecture lnkd.in/d_wUeDfY I enjoyed the visit, the great audience, and the stay in this lovely city. Thank you #blackforest #freiburg #breisgau

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DAVE: Open the podbay doors, ChatGPT. CHATGPT: Certainly, Dave, the podbay doors are now open. DAVE: The podbay doors didn't open. CHATGPT: My apologies, Dave, you're right. I thought the podbay doors were open, but they weren't. Now they are. DAVE: I'm still looking at a set of closed podbay doors.

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I found this really moving, as a “technical” person who is often fighting with the boundary between technical and non-technical.

Want to know if your prompting is also affected by this? Addressing this and other issues systematically, we proposed Spotlight, which utilizes data mining to uncover the effects of prompt- and model-changes (meet us at ACL to discuss) arxiv.org/abs/2504.15815

arxiv.orgWhat's the Difference? Supporting Users in Identifying the Effects of Prompt and Model Changes Through Token PatternsPrompt engineering for large language models is challenging, as even small prompt perturbations or model changes can significantly impact the generated output texts. Existing evaluation methods, eithe...
Derek Beaton@derek--beaton.bsky.social

a question mark changes the response. truly incredible

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Are you working with LLMs and survey data or generally care about high-quality data and reliable evaluation? Then this might be for you! Very excited to share the news about our upcoming COLM 2025 workshop #NLPOR Thanks for helping spread the word ☺️

Janet Liu ⛷️@janetlauyeung.bsky.social

🛎️ Excited to announce the 1st Workshop on Bridging NLP and Public Opinion Research at COLM 2025, Oct 10th in Montreal 🇨🇦 As LLMs reshape public discourse and research, collaboration between NLP and Public Opinion Research (POR) is more vital than ever #NLPOR Submit by June 23📄 🔗 tinyurl.com/nlpor25

Florian Eichin reposted

🛎️ Excited to announce the 1st Workshop on Bridging NLP and Public Opinion Research at COLM 2025, Oct 10th in Montreal 🇨🇦 As LLMs reshape public discourse and research, collaboration between NLP and Public Opinion Research (POR) is more vital than ever #NLPOR Submit by June 23📄 🔗 tinyurl.com/nlpor25

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On my way to #NAACL2025 where I'll give a keynote at the noisy text workshop (WNUT), presenting some of the challenges & methods for dialect NLP + also discussing dialect speakers' perspectives! 🗨️ Beyond “noisy” text: How (and why) to process dialect data 🗓️ Saturday, May 3, 9:30–10:30

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Happy to be part of that team for almost 1/3 of that time 😀

MaiNLP lab, LMU Munich@mainlp.bsky.social

🎉MaiNLP is turning 3 today!🎂🥳 We’ve grown a lot since @barbaraplank.bsky.social started this group with nothing but three aspiring researches and a hand-drawn sign on the door. Huge thanks to all the amazing people who have joined or visited us since. Here’s to many more years of exciting research!🚀

Florian Eichin reposted

🎉MaiNLP is turning 3 today!🎂🥳 We’ve grown a lot since @barbaraplank.bsky.social started this group with nothing but three aspiring researches and a hand-drawn sign on the door. Huge thanks to all the amazing people who have joined or visited us since. Here’s to many more years of exciting research!🚀

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We should have nationwide demonstrations on college campuses in solidarity with the grad students and postdocs who are being abducted.

Ben Ewen-Campen@benforward3.bsky.social

Massive turnout in solidarity with Rumeysa Ozturk, a Tufts graduate student who was abducted from a Somerville street by Trump’s government - Somerville stands with Rumeysa

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We are sending people for indefinite detention without trial at a foreign gulag because they have tattoos about soccer teams and about loving their mothers.

Fred Wellman@fpwellman.bsky.social

I want you to understand this is happening in our name and we know most of these men committed no crimes. One is a professional soccer player who was tortured in Venezuela and was working through asylum in the U.S. ICE shipped him for his Real Madrid tattoo and a picture throwing rock & roll horns.