Maël Jullien @Mael_Jullien
Ph.D. Student in CS @UnivManchester | MSc in CS & AI @UnivNottingham | Exploring Neuro-Symbolic Models in NLI for Clinical Applications @explAIn_lab 🇫🇷 🇬🇧 Joined November 2020-
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Natural language definitions have the core function of describing the essential meaning of words and concepts. This makes them a rich source of information for textual embeddings. But, how can we leverage their recursive and hierarchical semantic structure at scale? 🧐
Are you trying to build safe AI applications in critical domains? If so, consider participating in SemEval 2024 Task 2. We introduce new perturbations for testing the robustness, consistency, and faithfulness of LLMs and NLI systems in the clinical domain. #nlproc #semeval2024
80+ participants have already signed up for the Safe Biomedical Natural Language Inference for Clinical Trials Task @SemEvalWorkshop! With one week still to go for the practice task, it's the perfect time to jump in. Join us now on codalab.lisn.upsaclay.fr/competitions/1…. #SemEval #NLPChallenge
This month I was formally awarded my PhD, and so I'm officially #PhDone! Finishing off with an internship at the Amazon Alexa AI research group in Cambridge, and then - I'm on the job market in the UK for 2024! :D Shout if you can recommend any cool orgs hiring NLP people!
We have more than 100 participants registered for our #NLProc semantic relatedness SemEval shared task! All the datasets (in 14 languages) have been released and updated. Moreover 👇 1/
Are you interested in Mathematics and Natural Language Processing? Consider submitting your work at MathNLP 2024, co-located with @LrecColing! The call for papers is now open: lnkd.in/ezHBYVsZ #NLProc #NLP @debs_mf @Mokanarangan @andrenfreitas
Good work from @StanfordHAI showing that GPT 4 is not robust enough for use as a medical co-pilot for the following important reasons: 1) Non-deterministic: They found low similarity and high variability in responses to the same question. Jaccard and cosine similarity…
LLMs in Medicine A comprehensive survey (analyzing 300+ papers) on LLMs in medicine. Includes an overview of the principles, applications, and challenges faced by LLMs in medicine. arxiv.org/abs/2311.05112
My students and I cannot make EMNLP this year, here is a brief overview of our work on political bias in summarization (arxiv.org/abs/2305.02321 ) and explanations of label variation (arxiv.org/abs/2310.13850). #EMNLP2023
Lowkey Goated when #Computing meets Check out this awesome paper from Mael Jullien et al. on Natural Language Inference for Clinical Trial Reports: deepai.org/publication/nl… 🤓🤓 @mrc_valentino
📢 We are pleased to announce that the @SemEvalWorkshop 2024 will be co-located with @naaclmeeting from June 16-21, 2024. See you in in Mexico City, (Mexico)! For further information on this initiative, please refer to semeval.github.io/SemEval2024/ta… @shashwatup9k @harish @complingy
We are glad to announce SemEval 2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials. Register here to participate codalab.lisn.upsaclay.fr/competitions/1…. @SemEvalWorkshop @mrc_valentino #HealthcareAI #ClinicalTrials
ACL org announcement: 📢 The list of accepted tutorials at EACL, ACL, NAACL and EMNLP in 2024 is out 🎉 #NLProc Please help spread the word. Retweeting w/ references, especially with instructors information etc is very much appreciated - thanks! 😊
Join us for the SemEval 2024 task 2 at @naaclmeeting!
Consider participating in our SemEval 2024 task @naaclmeeting!
Consider participating in our SemEval 2024 task @naaclmeeting!
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300 Followers 228 Following NLP researcher (question answering, information extraction)In our #EACL2024 paper, we explore this question in the context of Ethical Natural Language Inference (NLI) and propose a neuro-symbolic framework named Logic-Explainer.
Natural language definitions have the core function of describing the essential meaning of words and concepts. This makes them a rich source of information for textual embeddings. But, how can we leverage their recursive and hierarchical semantic structure at scale? 🧐
To what extent can neural networks manipulate mathematical expressions in latent space? Answering this is fundamental to understanding symbolic generalisation properties. In our paper, accepted to #NAACL2024, we investigate this question from a multi-operational perspective 🔍
LLMs have shown impressive explanation generation capabilities. However, we also know that LLMs can generate inconsistent explanations and are extremely hard to control. So, is there a way to verify the logical validity of LLMs' explanations and improve their overall quality? 🤔
Ollama OpenAI compatibility is here! ollama.ai/blog/openai-co… Time to update to 0.1.24! 😍 Let's go!
📢📢@SemEvalWorkshop-2025: First Call for Task Proposals semeval.github.io/SemEval2025/cft 📅Deadline: March 31, 2024 @shashwatup9k @harish @seirasto @giodsm @complingy @aclmeeting
Interested in multimodal fact-checking? Apply for a postdoc position with @MichaelSejr @ZhijiangG and me: jobs.cam.ac.uk/job/44672/ Deadline for applications is 25/1!
Are you trying to build safe AI applications in critical domains? If so, consider participating in SemEval 2024 Task 2. We introduce new perturbations for testing the robustness, consistency, and faithfulness of LLMs and NLI systems in the clinical domain. #nlproc #semeval2024
My thesis dug into NLI models' reasoning capabilities, focusing on natural logic. I was especially interested in interpretability and interventional probing methods! pure.manchester.ac.uk/ws/portalfiles…
This month I was formally awarded my PhD, and so I'm officially #PhDone! Finishing off with an internship at the Amazon Alexa AI research group in Cambridge, and then - I'm on the job market in the UK for 2024! :D Shout if you can recommend any cool orgs hiring NLP people!
AI researcher tuning hyperparameters of their LLM
Interesting overview on the role of antibody drug conjugates (ADCs) in triple negative #breastcancer now out in #CancerTreatmentReviews Nice review by a stellar Italian team🇮🇹 @OncoAlert doi.org/10.1016/j.ctrv…
Does the benefit of trastuzumab and pertuzumab change according to HER2 and ER expression⁉️ At #SABCS23 I discussed with @Medi_Mix the results of our sub-analysis of the #APHINITY trial @JulesBordet @BIGagainstBC @OncoAlert ⬇️⬇️⬇️
Explore the APHINITY trial's new horizons with Dr @ElisaAgostinett at #SABCS2023. Discover the nuanced benefits of pertuzumab in early HER2+ breast cancer treatment. 👀 medimix.be/onco/subanalys… #Oncology #BreastCancerResearch #MediMix
GANs are not dead yet! 🧟♀️ By leveraging frozen pretrained classifiers with a R1 gradient-norm penalty in feature space and a relativistic loss, one can get high-quality image generation without data augmentation and using only tiny batch sizes (8). openaccess.thecvf.com/content/WACV20…
RAG for LLMs Great to see an overview of all the retrieval augmented generation (RAG) research that has been happening. Should be a great read for the end of the year. arxiv.org/abs/2312.10997…
4-bit quantised Mistral 7B instruct v0.2! - fasttt! 🏎️ On Mac (M2). Powered by MLX. Fully local. Requires < 10GB RAM for 4-bits. (GPU poors, rise up) Have to say, MLX is a solid alternative to llama.cpp
New #NLProc paper on the evaluation of task-oriented dialogue systems: arxiv.org/abs/2312.13871 This took a while to complete (#slowscience), but it was really nice to be able to contribute to the paper.
We are looking forward to seeing you in our task introduction and QA Zoom session! (We'll share the date and link with our participants in early January.) 3/
FAQs are here semantic-textual-relatedness.github.io/#faqs also please check the task overview and references if you'd like to know more about the task. (We will update the FAQs from time to time.) 2/