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📘 Paper: aclanthology.org/2024.emnlp-m...
🎬 YouTube: www.youtube.com/watch?v=RKIv...
🎧 Spotify: open.spotify.com/episode/3IvN...
🍎 Apple Podcasts: podcasts.apple.com/ca/podcast/w...
#WiAIR #AIResearch #VLM #EMNLP2024 #MulticulturalAI #GLOBALRG
(8/8🧵)

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Ana and her co-authors dive deep in “On Evaluating Explanation Utility for Human-AI Decision Making in NLP” (Findings of #EMNLP2024) 🧠 — asking whether explanations truly help humans make better decisions, or just make us feel more confident. (2/8🧵)

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Deciphering the Factors Influencing the Efficacy of Chain-of-Thought: Probability, Memorization, and Noisy Reasoning Akshara Prabhakar, Thomas L. Griffiths, R. Thomas McCoy. Findings of the Association for Computational Linguistics: EMNLP 2024. 2024.

The final entry in my #EMNLP2024 fav papers was this paper aclanthology.org/2024.finding... from Thomas L Griffiths' keynote. Used rotational cyphers like ROT-13 and ROT-3 to disentangle forms of reasoning in Chain-of-Thought. Good cypher joke in the keynote! (see p. 24 arxiv.org/abs/2309.13638)

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Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method Weichao Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. 2024.

This #EMNLP2024 best paper aclanthology.org/2024.emnlp-m... had large gains over their (somewhat weak) baseline in trying to determine if a given document was in a LLMs pre-training data. Progress in an important problem.

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Watch lectures from the best researchers. On-demand video platform giving you access to lectures from conferences worldwide.

This #EMNLP2024 outstanding paper (aclanthology.org/2024.emnlp-m..., underline.io/events/469/s...) LMs can learn a rare grammatical construction like "a beautiful five days", even without any examples in the training data, by generalizing from more common phenomenon.

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Model-based Preference Optimization in Abstractive Summarization without Human Feedback Jaepill Choi, Kyubyung Chae, Jiwoo Song, Yohan Jo, Taesup Kim. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. 2024.

This #EMNLP2024 post (aclanthology.org/2024.emnlp-m..., underline.io/events/469/p...) was about avoiding hallucination without human feedback. If you compare an answer at a higher temperature to a beam search generation, then the latter will be more factual, making preference pairs for DPO.

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Watch lectures from the best researchers. On-demand video platform giving you access to lectures from conferences worldwide.

This paper underline.io/events/469/s... at #EMNLP2024 had one of my favorite takeaways: if you fine tune a LLM on knew knowledge it doesn't know you encourage hallucinations.

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Fishing for Magikarp: Automatically Detecting Under-trained Tokens in Large Language Models Sander Land, Max Bartolo. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. 2024.

I wanted to post of a few of my favorite #EMNLP2024 papers, starting with a couple in tokenization. Fishing For Magicarp explores the problem of undertrained "glitch" tokens, and how they can be identified from their embedding vectors. aclanthology.org/2024.emnlp-m...

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At this Year’s #EMNLP2024 we presented 13 papers
bsky.app/profile/ukpl...

▪️ 11 papers authored or co-authored by UKP members have been accepted for publication at this year's #ACL2024NLP in Bangkok 🇹🇭!
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#EMNLP2024 Accepted to EMNLP 2024 Main Conference 🎉

”A Bayesian Approach to Harnessing the Power of LLMs in Authorship Attribution“

It works so well that a 7B open-source LLM outperforms GPT-4 with prompting at identifying unique writing style. 🔍

👉 Learn more: arxiv.org/pdf/2410.217...

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Had fun presenting my favourite #EMNLP2024 papers today at our secret reading group + bonus raccoon pics from Miami 🦝

Will follow up with favourite papers in blog post form soon!

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Exciting research on an AI-driven mnemonic generator for easier vocabulary memorization by @nbalepur.bsky.social, Jordan Boyd-Graber, Rachel Rudinger, & @alexanderhoyle.bsky.social. Part of 21 CLIP projects at #EMNLP2024. 👉 Read more: go.umd.edu/1u48 #AI

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⚕️What if evaluation #metrics for text simplification focused on understanding the gist of biomedical texts?

We present “SciGisPy,” a gist-based metric for biomedical text evaluation.

📄: shorturl.at/dss4Z

#EMNLP2024 #nlp #nlpproc #biomedical #clinical #textsimplification #gist #metric #evaluation

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I really enjoyed #EMNLP2024. It was an honor to present our tokenization paper aclanthology.org/2024.emnlp-m.... I’m planning to post about some of my favorite papers soon, but here is a nice write up.

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Society of Medical Simplifiers Chen Lyu, Gabriele Pergola. Proceedings of the Third Workshop on Text Simplification, Accessibility and Readability (TSAR 2024). 2024.

🩺 What if #simplifying medical texts could be a collaborative effort among #agents?
See how our “Society of Medical Simplifiers” makes it possible!

📄: aclanthology.org/2024.tsar-1.7/

#nlpproc #nlp #textsimplification #ats #biomedical #EMNLP2024

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EMNLP 2024 ## Welcome to EMNLP 2024! We are excited to welcome you to one of the most prominent conferences in the field of Natural Language Processing. This year, EMNLP 2024 is being held in a hybrid format, o...

#EMNLP2024 "event page is now open to public. Invite your colleagues to view content, leave comments and share by sending them this link" Link: underline.io/events/469/r...

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Throwback to #EMNLP2024 in sunny Miami 🌞
The UKP Lab had an amazing time at this year’s
@emnlpmeeting.bsky.social in Florida 🌴!

Our team presented 13 papers, including 11 in the Main track and 2 in the Findings track, showcasing our latest research to a vibrant international audience.
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Officially migrated from X! 🕊️

Super grateful for our outstanding paper award at #EMNLP2024
📝 dill-lab.github.io/oath-frames/

You can find out more about my work here - jr4fs.github.io :-)

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Made it to northern Sweden (Kiruna) by train from London. Freezing cold with northern lights 😍

Just over a week ago and I was in the crazy Miami heat for #EMNLP2024

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Human-Centered Eval@EMNLP24

Had a lot of fun teaching a tutorial on Human-Centered Evaluation of Language Technologies at #EMNLP2024, w/ @ziangxiao.bsky.social, Su Lin Blodgett, and Jackie Cheung

We just posted the slides on our tutorial website: human-centered-eval.github.io

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1/6 A lot of us are grappling with peer review these days, but its worst manifestation is when prestigious conference awards overlook critical flaws.

Case in point: #EMNLP2024 ’s Best Paper Award.

I & @iamgroot42.bsky.social wrote a blog on what went wrong: www.anshumansuri.com/blog/2024/ca... 🧵

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Had a blast in Miami presenting our Stanford paper at #EMNLP2024 and catching up with old friends and meeting new ones ;)

More details about our paper in the thread below!

Paper: arxiv.org/abs/2408.03617
Code & data: github.com/styfeng/Tiny...

@stanfordnlp.bsky.social @emnlpmeeting.bsky.social

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From left to right: Haw-Shiuan, Thomas, Violet and Sijia standing in front of the poster.

From left to right: Haw-Shiuan, Thomas, Violet and Sijia standing in front of the poster.

Thomas standing in front of his poster in the conference room

Thomas standing in front of his poster in the conference room

Excited to kick off my Bluesky sharing that I just presented our LLM Self-Correction paper at #EMNLP2024! 🎉 We propose a benchmark and a solution for LLMs on multi-constrained instruction following.

Check it: bit.ly/DeCRIM

Super exciting discussion there and lots of new ideas coming out from it!

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Last week at #EMNLP2024 in Miami, I had the privilege of presenting DocEdit-v2: Document Structure Editing via Multimodal LLM Grounding. 🌟

Our work advances document editing by using multimodal LLMs to seamlessly ground and execute structural edits on PDF documents.

#NLP #AI #MultimodalAI #EMNLP

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We had a great experience presenting our work on ImageInWords to the community #EMNLP2024 . Thank you everyone for stopping by🙏! Looking forward to future work and seeing image descriptions as a foundational multi-modal task! @emnlpmeeting.bsky.social @deep-mind.bsky.social #NLProc #Multimodal

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I'm really encouraged by how much the AI research community is already on 🦋. Just look at the #EMNLP / #EMNLP2024 hashtag, and you can almost see old #AIresearch community of years ago reassembling in realtime.

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Yuval Pinter on X: "A word about my lab name: the Hebrew script, being an Abjad, allows freedom in inserting vowels between consonants, so almost all acronyms are pronounced as words (compare English's USA/NBA/CNN vs. the fairly few like SCUBA/NORAD) >" / X A word about my lab name: the Hebrew script, being an Abjad, allows freedom in inserting vowels between consonants, so almost all acronyms are pronounced as words (compare English's USA/NBA/CNN vs. the fairly few like SCUBA/NORAD) >

personal stuff? sure. as my bio suggests, i like karaoke (went three times during last week's #emnlp2024). i run long-distance. i am a father of two. i live in jerusalem. i have zero tolerance for antisemitism including all the super-clever dog whistles.

oh yeah and here's the MeLeL explanation:

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Check our latest cultural survey paper presented in the #EMNLP2024 last week!

with Prof. Monojit and @sagnikmukherjee.bsky.social

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LTI Authors Win Dual Best Paper Awards at EMNLP - Language Technologies Institute - School of Computer Science - Carnegie Mellon University News article about LTI PhD students Simran Khanuja and William Chen winning Best Paper at the EMNLP conference

LTI researchers capped off a great week at #EMNLP2024 with not one, but *two* Best Paper awards. Read about a new model that expands speech technologies to 1000s of languages, and how "transcreation" tools can generate culturally-appropriate images, here: lti.cs.cmu.edu/news-and-eve...

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#EMNLP2024 was a fun time to reconnect with old friends and meet new ones! Reflecting on the conference program and in-person discussions, I believe we're seeing the "Google Moment" to #IR research play out in #NLProc.
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