Shachar Mirkin @shacharmirkin
Language and Natural Language Processing, mostly. Open for AI projects as a freelancer. Also #hiring linkedin.com/in/shacharmirk… Joined June 2009-
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Did I get it right? 🧐
Would you like to deploy your own LLaMA 3 model into production? Deploying LLaMA 3 8B is fairly easy but LLaMA 3 70B is another beast... Here is a tutorial showing how to deploy #Llama3 with @vllm_project on @awscloud EC2: nlpcloud.com/how-to-install… Hope it's useful! #LLM #AI
I got so far ~25 applications for the position I posted, most of them accompanied by LinkedIn's long auto-generated message, including cumbersome insertions into the template. This is what most motivation letters are, and the ones that aren't are lost among the clones
Have you ever wanted to apply for a job, but gave up just because there were too many applicants already? Don't despair, here with "88 applicants", the real number is ~15
(((ل()(ل() 'yoav))).. @yoavgo
46K Followers 2K FollowingDelip Rao e/σ @deliprao
46K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈Djamé.. @zehavoc
6K Followers 3K Following Associate professor in NLP, engaged citizen. Tweeting about work, life and stuffs that I care about. All my tweets can be used freely. Personal account.Barbara Plank @barbara_plank
9K Followers 1K Following Prof, Chair for AI & Computational Linguistics @LMU_Muenchen, Head of @MaiNLPlab & co-director @CisLMU Prof at @ITUkbh @NLPnorth @ELLISforEurope scholarRaphael cohen @cohenrap
867 Followers 636 Following Helping AI understand people, so AI could help people understand people @[email protected]Naomi Saphra @nsaphra
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4K Followers 547 Following 🥇 Collaborative LLMs 🥈 Opinionatedly sharing #ML & #NLP 🥉 Propagating us underdogs we owe science an alternative hype @IBMResearch & @MIT_CSAILYonatan Belinkov @boknilev
4K Followers 1K Following Assistant professor of computer science @TechnionLive. #NLProcGrzegorz Chrupała �.. @gchrupala
6K Followers 1K Following Associate Professor at Tilburg University Computational Linguistics • Machine LearningOfir Press 🖋 @OfirPress
10K Followers 3K Following I build tough benchmarks for LMs and then I get the LMs to solve them. Postdoc @Princeton. PhD from @nlpnoah @UW. Ex-visiting researcher @MetaAI & @MosaicML.Yael Netzer يعيل�.. @yaelnetzer
2K Followers 1K Following איפה אני עכשיו || doing things with data. metadata. words. archives. birds. bike. hebrew. digital humanities. natural language generation.Yuval Pinter @yuvalpi
2K Followers 490 Following #NLProc researcher at @bengurionu, visiting academic at @amazonscience, PhD from @gtcomputing. 🇮🇱. Subtweets are not endorsements. en/he/himStephen Mayhew @mayhewsw
2K Followers 858 Following Following Ratinov and Roth (2009), we choose to use a Twitter BILOU instead of a Twitter BIO. @duolingoMatan Eyal @mataneyal1
191 Followers 368 Followingroeeaharoni @roeeaharoni
2K Followers 758 Following Research Scientist @GoogleAI Tel-Aviv | Phd @BIUNLP LabReut Tsarfaty @rtsarfaty
2K Followers 497 Following Associate Professor at Bar-Ilan University; Visiting Professor at Google Research, Ex-Research-Scientist at AI2 #NLProc #AI #compling #deeplearnfly51fly @fly51fly
5K Followers 2K Following BUPT prof | Sharing latest AI papers & insights | Join me in embracing the AI revolution! #MachineLearning #AI #Innovationsimpletrading @simpletrad17722
421 Followers 7K FollowingTushar Chandra @goodvibhesonly
38 Followers 149 Following 21 • Junior @IIITDelhi • Engineer/ML • main: @me_tushari • Ask your mom • psychologyGuneet Singh Kohli @guneetsk99
462 Followers 3K Following AI Engineer @ GreyOrange, Building Indian LLMs with Odia GenAI Independent Researcher working on variety of random problems.Eunhwan Park @nlp_eunhwanpark
149 Followers 598 Following #NLProc Researcher. Currently, AI Research Engineer at Buzzni (Technical Research Personnel). Previously, M.S. student at JBNU; Ex-Intern at NAVER.Harsh Kohli @hkohli14
34 Followers 220 Following PhD student at The Ohio State University Previously - Amazon, Microsoft, GeorgiaTech, BITS Pilani Research interests: Language Models and all things NLPXianglin li @XIANGLINLI9
1 Followers 2K FollowingAli Athar @AliAthar1401
72 Followers 367 Following 🌟 AI PhD student in South Korea | Researching AI, NLP, and healthcare applications 💻 | MS degree from NUST 🎓 | Travel lover.Zhaoyang Wang @wangwan83764204
322 Followers 4K Following CS PhD student at Uni of Birmingham in the United Kingdom. Research interests: Automated Machine Learning, Online Learning, and Reinforcement Learning 🏳️🌈Billy Vythikowski @vythikowski
30 Followers 318 FollowingPensé FFun @inftyCategory
95 Followers 6K Following🎩MarketAnalyst @MarketAnal33106
8 Followers 110 FollowingArif Ahmad @arif_ahmad_py
284 Followers 7K Following All things AI, Computer Science and Circuits! Prev. @GoogleAITenley Lucidi @LucidiTenl67938
87 Followers 5K FollowingKun (Kevin) SUN @Sharp_K_Sun
221 Followers 2K Following Scientist Researcher @ Tübingen University and Professorial Research Fellow @ Fudan University, and interested in LLMs, NLP, and computational cognition .Mohamed Moustafa 🇺.. @mohamedmustfaaa
1K Followers 3K Following Incoming PhD student @dartmouth 🇺🇸|Research Intern @GaTechCyber| GUC, GIU alumnus 🇩🇪🇪🇬 |Passionate about research and entrepreneurship|ماشية بستر الله.Ibrahim Ahmad @Ibrahim63433664
86 Followers 3K Followingdanush khanna @danushkhanna7
66 Followers 252 Following nlp / machine translation / nlg / reinforcement learning / research @IITKanpur, @boschindia, @iiserkol, @Jaipur_Manipal. cse '26 @Jaipur_Manipal.Shangbin Feng @shangbinfeng
1K Followers 1K Following PhD student @uwcse @uwnlp. Understanding and expanding the knowledge abilities of LMs, social NLP, networks and structures. he/him. #水文学家Mahdi Khojasteh @Idhami4
132 Followers 3K Following Software Engineer & Machine Learning Enthusiast. Passionate about developing innovative solutions to complex problems using ML & AI.Al Mamun @al_mamun_sardar
275 Followers 3K Following Looking for NLP/LLM related PhD positions | Research Assistant (NLP) at Jahangirnagar University | MSc (CS)Shandisan @Estie_sh
191 Followers 247 Following כאן שוקעים בכיף. אנליסטית, פמיניסטית, יפנולוגית לעת מצוא, אמא לבנים. אדמינית לשעבר בקהילת רוסיות חסרות חוש הומור וחבריהןOphir Yoktan @ophiryoktan
99 Followers 349 FollowingYaniv @YanivBenMeir
31 Followers 426 FollowingJohn Melonakos @melonakos
2K Followers 1K Following here to think with you. ai libraries @intel. maintainer @arrayfire. posts my own about computers, decentralization, family (dad to 6), & the @ch_jesuschrist.Vienna Ellebracht @VienEllebrac
83 Followers 5K FollowingAyat Maragno @AyatMaragn46817
18 Followers 3K FollowingSasha Yuan @SashaYuan247430
81 Followers 3K FollowingLayla-may Monninger @MayMonning66299
94 Followers 5K FollowingNana Hembrey @n_hemb
43 Followers 5K FollowingXuekai Zhu @zhu_xuekai
157 Followers 917 Following Ph. D. Candidate at Shanghai Jiao Tong University @sjtu1896 | ACL 2023 Area Chair Award |Language models | Data-centric scalingTheDataScienceNewslet.. @DataScienceNLTR
88 Followers 466 Following Data Science Leader and Coach | Helping 1000 Data Scientists improve the world using AI by 2030. Tweets on Data Science, Leadership and Management. Sign up👇🏽Rita Osenkowski @osenkowski50443
44 Followers 5K FollowingVinnie Morden @mor_vinn
47 Followers 5K FollowingKasie Repke @rep_kas
35 Followers 5K FollowingLaverna Przybysz @PrzybyLave
70 Followers 5K FollowingAva-mae Merchen @merch_ava
28 Followers 5K FollowingMilton Leal @miltonlealneto
1K Followers 116 Following Data Scientist / Former Journalist Applied Mathematics at @USP(((JReuben1))) @jreuben1
2K Followers 5K Following AI, JAX, Transformers, Rust, MLIR, NVidia SDKs, GNNs, Reinforcement Learning, Program Synthesis, 3D-QSAR: MSc. Bioinformatics, Grad Dip Biotech, BSc Comp SciPesasison @pesasison76851
11 Followers 407 Following Aprender este método de ganhar dinheiro é muito simples, mesmo para iniciantes, e você será capaz de dominá-lo facilmente.Antonis Anastasopoulo.. @anas_ant
3K Followers 2K Following Assist. Prof at George Mason CS #nlproc MT, ASR, and documentation of endangered languages.Make money easily @6M390ydUpHlS96h
11 Followers 594 Following MEXC focuses on financial management, stocks, cryptocurrencies, digital assets and investments. Currently, new users can get free dollars when they sign up.Amir Kargaran @amir_nlp
606 Followers 2K Following PhD student in Computer Science #NLProc at University of Munich @CisLmu / Woman, Life, Freedom 🕊(((ل()(ل() 'yoav))).. @yoavgo
46K Followers 2K FollowingDelip Rao e/σ @deliprao
46K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈Djamé.. @zehavoc
6K Followers 3K Following Associate professor in NLP, engaged citizen. Tweeting about work, life and stuffs that I care about. All my tweets can be used freely. Personal account.Christopher Manning @chrmanning
127K Followers 116 Following Director, @StanfordAILab. Assoc. Director, @StanfordHAI. Founder, @stanfordnlp. Prof. CS & Linguistics, @Stanford. IP @aixventureshq. 🇦🇺 Do #NLProc & #AI. 👋Barbara Plank @barbara_plank
9K Followers 1K Following Prof, Chair for AI & Computational Linguistics @LMU_Muenchen, Head of @MaiNLPlab & co-director @CisLMU Prof at @ITUkbh @NLPnorth @ELLISforEurope scholarRaphael cohen @cohenrap
867 Followers 636 Following Helping AI understand people, so AI could help people understand people @[email protected]Naomi Saphra @nsaphra
7K Followers 1K Following Waiting on a robot body. ML/NLP. All opinions are universal and held by both employers and family. Same username on every lifeboat off this sinking ship.Sasha Rush @srush_nlp
52K Followers 464 Following Professor, Programmer in NYC. Cornell Tech, Hugging Face 🤗 https://t.co/cZl0wTfqGzLeshem Choshen 🤖�.. @LChoshen
4K Followers 547 Following 🥇 Collaborative LLMs 🥈 Opinionatedly sharing #ML & #NLP 🥉 Propagating us underdogs we owe science an alternative hype @IBMResearch & @MIT_CSAILYoav Artzi @yoavartzi
13K Followers 163 Following Research/prof @cs_cornell + @cornell_tech🚡 / https://t.co/9YnWry7yHs / https://t.co/3VmRSyYm2d / asso. faculty director @arxiv / building https://t.co/f9QkzO5kaCTal Linzen @tallinzen
16K Followers 894 Following Professor @nyuling and @NYUDataScience, research scientist @GoogleAIFrançois Chollet @fchollet
470K Followers 769 Following Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.Leon Derczynski ✍�.. @LeonDerczynski
6K Followers 1K Following NLP/ML/language/security. Principal research scientist @NVIDIA, & Prof @ITUkbh. Views ostensibly professional. llmsec stan acctNathan Schneider @complingy
4K Followers 1K Following Computational Linguist and Professional Nerd at Georgetown University he/him pronouns, ALL the prepositions @[email protected] @complingy.bsky.socialYonatan Belinkov @boknilev
4K Followers 1K Following Assistant professor of computer science @TechnionLive. #NLProcAndrej Karpathy @karpathy
980K Followers 905 Following 🧑🍳. Previously Director of AI @ Tesla, founding team @ OpenAI, CS231n/PhD @ Stanford. I like to train large deep neural nets 🧠🤖💥Grzegorz Chrupała �.. @gchrupala
6K Followers 1K Following Associate Professor at Tilburg University Computational Linguistics • Machine LearningAK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80GxYann LeCun @ylecun
712K Followers 719 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.community notes viola.. @cnviolations
865K Followers 6 Following not affiliated with @x or @communitynotes | DM Submissionsfly51fly @fly51fly
5K Followers 2K Following BUPT prof | Sharing latest AI papers & insights | Join me in embracing the AI revolution! #MachineLearning #AI #InnovationAlon Oring @alono88
1K Followers 370 Following מנהל מחקר בחברת סטארטאפ בתחום תחזוקת מבנים, סטודנט לדוקטורט בתחום הפתולוגיה הדיגיטלית, מרצה באוניברסיטת רייכמן ומהנדס פרומפטים ציוניGoogle Workspace Supp.. @AskWorkspace
16K Followers 22 Following Support updates and 24/7 help from the team that brings you @GoogleWorkspace 🤗COLING 2025 @coling2025
67 Followers 9 Following The 31st International Conference on Computational Linguistics (COLING 2025) . January 19-24, 2025Xenova @xenovacom
6K Followers 284 Following Bringing the power of machine learning to the web. Currently working on Transformers.js (@huggingface 🤗)vLLM @vllm_project
785 Followers 11 Following A high-throughput and memory-efficient inference and serving engine for LLMsMistral AI @MistralAI
91K Followers 0 Following Fast, open-source and secure language models. Join us https://t.co/INALdNGvCPOphir Yoktan @ophiryoktan
99 Followers 349 FollowingShandisan @Estie_sh
191 Followers 247 Following כאן שוקעים בכיף. אנליסטית, פמיניסטית, יפנולוגית לעת מצוא, אמא לבנים. אדמינית לשעבר בקהילת רוסיות חסרות חוש הומור וחבריהןdepths of wikipedia! @depthsofwiki
889K Followers 4K Following Hello I am @anniierau Please take away my blue check! I did not ask for it!La Francophonie @OIFrancophonie
225K Followers 794 Following Compte officiel de l'Organisation internationale de la #Francophonie (OIF) : 88 États et gouvernements, 5 continents 🌍 #FrancophoniedelavenirKelly Marchisio (St. .. @cheeesio
1K Followers 558 Following Multilingual NLP @cohere. Formerly: PhD @jhuclsp Alexa Fellow @amazon dev @Google MPhil @cambridgenlp EdM @hgse 🔑🔑¬🧀 (@kelvenmar20)xAI @xai
996K Followers 36 Followinglmsys.org @lmsysorg
38K Followers 172 Following Large Model Systems Organization. We created Vicuna and Chatbot Arena! Compare 30+ LLMs (GPT-4/Claude/Llamas) side-by-side at https://t.co/IDFeIDIOtmObservatoire des Scie.. @OSUG_fr
3K Followers 705 Following Recherche, observation et diffusion des savoirs #ENVIRONNEMENT #UNIVERS #TERRE Fédère une communauté scientifique de 1300 collaborateursCIS, LMU Munich @CisLmu
991 Followers 126 Following Center for Information and Language Processing (CIS): #NLProc research group @LMU_Muenchen led by @HinrichSchuetze and @barbara_plankAdina Yakup @AdeenaY8
3K Followers 466 Following @huggingface 🤗 | Contributing to Chinese ML community.Anthropic @AnthropicAI
262K Followers 26 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant Claude at https://t.co/aRbQ97uk4d.Arthur Mensch @arthurmensch
40K Followers 874 Following Co-founder and CEO @MistralAI. Apply https://t.co/yHGRZAtjcxCohere For AI @CohereForAI
15K Followers 177 Following We are a research lab and open science initiative that seeks to solve complex machine learning problems. Join us in exploring the unknown, together.Conference on Languag.. @COLM_conf
2K Followers 6 Following https://t.co/GhGCMEoa4A Abstract submission: March 22, 2024Guillaume Laforge —.. @glaforge
16K Followers 2K Following 🥑 Developer Advocate at @GoogleCloud ⭐️ @ApacheGroovy programming language co-founder 🏆 @java_champions 📣 @lescastcodeurs podcast 🐘 @[email protected]Omar Sanseviero @osanseviero
32K Followers 2K Following Chief Llama Officer @huggingface 🦙 Founder @AI_Learners. Xoogler (SWE @Google Assistant, 20% PM TF Graphics). 100% Hacker Llama🇵🇪🇲🇽Amazing Maps @amazingmap
617K Followers 14K Following Amazing maps brought to your attention. Turn our tweet notifications ON to never miss a tweet! Business/Map IdeasWWF France 🐼 @WWFFrance
434K Followers 2K Following Le WWF France agit au quotidien pour offrir aux générations futures une planète vivante.Antonis Anastasopoulo.. @anas_ant
3K Followers 2K Following Assist. Prof at George Mason CS #nlproc MT, ASR, and documentation of endangered languages.Ilya Sutskever @ilyasut
370K Followers 2 Following towards a plurality of humanity loving AGIs @openaiNikolaos Lagos @NikolaosLa47028
1 Followers 4 FollowingGül Varol @gulvarol
3K Followers 403 Following Research faculty @ImagineENPC. Also affiliated with @Oxford_VGG and @PerceivingSys. PhD from @inria_paris.Le Camp de base / Le .. @LeCampdebase_
42 Followers 53 Following 🎙tous les lundis, un nouvel épisode pour rêver la montagne de demain. Restons en lien : inscris-toi à la newsletter ⬇️ (je ne poste rien ici)Yaël Braun-Pivet @YaelBRAUNPIVET
99K Followers 2K Following Présidente de l’Assemblée nationale, députée des YvelinesLa France en Israël @franceenisrael
13K Followers 1K Following Compte officiel de l'Ambassade de France en Israël חשבון הטוויטר הרשמי של שגרירות צרפת בישראל 🎗️Garry Kasparov @Kasparov63
1.1M Followers 826 Following VP of @WLCongress. Chairman of @Renew_Democracy & @HRF. Activist, author, speaker, 13th World Chess Champion. Telegram: https://t.co/TYTIn7DdySיוצאים לשינ.. @leshinuy
2K Followers 0 Following יוצאים לשינוי (ע''ר) - פועלת לשויון זכויות יוצאי המגזר החרדי ושילובם בחברה הישראלית https://t.co/wR94Y72GmgValentina Pyatkin @valentina__py
2K Followers 1K Following Postdoc at the Allen Institute for AI @allen_ai and @uwnlpLe Dauphiné Libéré @ledauphine
110K Followers 224 Following Le Quotidien régional de l'Isère, de la Savoie, de la Haute-Savoie, de la Drôme, de l'Ardèche, de l'Ain, des Hautes-Alpes, du Vaucluse et de Haute ProvenceFrance Bleu Isère @francebleuisere
16K Followers 391 Following Compte officiel de France Bleu Isère @radiofrance @francebleu #grenoble #bourgoinjallieu #chartreuse #vercors #oisans #FCG #GF38Community Notes @CommunityNotes
935K Followers 0 Following Empowering users to create a better-informed world. We're open source and data is publicly available: https://t.co/Te3IjR10Ix Q? Reply/DMFrançois Fleuret @francoisfleuret
31K Followers 456 Following Prof. @Unige_en, Adjunct Prof. @EPFL_en, Research Fellow @idiap_ch, co-founder @nc_shape. AI and machine learning since 1994. I like reality.galvanize (gail weiss.. @gail_w
1K Followers 329 Following Trying to get off of here, dms checked rarely. Better to send an email postdoc at EPFL, understanding neural networks. https://t.co/lnaKoR7vmc .When to Retrieve? This new paper presents an approach to train LLMs to effectively utilize information retrieval. It first proposes a training approach to teach an LLM to generate a special token, <RET>, when it's not confident or doesn't know the answer to a question. The…
'לפי הערכות גורמים במשרד החקלאות התימני שמצוטטים בדו"חות של האו"ם, הגת השתלט על כ-60% מהשטחים החקלאיים בצפון תימן'
Börek is a family of pastries or pies found in the Balkans, Middle East and Central Asia made of a thin flaky dough such as filo with a variety of fillings, such as meat, cheese, spinach, or potatoes. This is a Turkish variation. [📹 haticeOncel]
Il y a 20 ans, 10 pays européens 🇵🇱, 🇭🇺, 🇨🇿, 🇸🇰, 🇸🇮, 🇱🇹, 🇱🇻, 🇪🇪, 🇨🇾, 🇲🇹 rejoignaient l’UE 🇪🇺. Forts du chemin parcouru, c’est ensemble, au service d’une Europe plus souveraine, prête à assumer son destin, que nous continuerons de faire face aux défis présents et futurs.
Yep. I have a paper from 2018 that set SOTA on a task and was ignored by dozens of later papers that had worse performance.
If your model is weak, your paper might end up getting more citations because people are always happy to include your model as a baseline.
בתוך התקופה הארורה הזאת, במוצאי יום העצמאות תעלה העונה השישית של היהודים באים. מקווה שנצליח קצת להמתיק וקצת למרר. עד אז - הנה הצצה קטנה לעונה החדשה. כתבו ליאת שביט ויובל פרידמן.
אמא שלי יילדה במהלך החג תינוק עם 6 אצבעות ב-2 הידיים אולי קצת הגזמנו עם הבינה המלאכותית
זוכרים את ה Rabbit R1? המכשיר שהבטיח להיות העוזר האישי שלנו, שאפשר לשאול שאלות, לבצע כל פעולה שאנחנו רוצים ועוד ועוד? אז, הוא הגיע לשוק, והפתעה... הוא לא טוב, בכלל. מבקר המוצרים Marqus Brownlee (בביקורת פשוט מצוינת) מפרק את המכשיר הזה לגורמים. אני שם בצד כרגע את הבעיות…
The real horror here is that when OP enabled CloudTrail for S3 data events each of those $1300 worth of S3 requests started charging them 20x more. Or, y'know. $26K for the month.
So apparently if someone knows / guesses the name of your S3 bucket - even if it's private (!) - they can just bankrupt you by sending infinite PUT requests and there is nothing you can do about it. > requests get rejected > but AWS still counts it as a write operation against…
Talk: "OLMo: Findings of Training an Open LM" from Hanna Hajirshizi at AI2 from OSGAI. Extremely interesting overview of the 4 parts (Data, Training, Adaptation, Eval) of the OLMo open LLM project. Rare insight into how these processes work at scale. youtube.com/watch?v=qFZbu2…
@barzik אהבתי את המיקום בפיד
We are glad to present this shared task, following up on work at @ai4bharat to build resources for Indic MT. Looking forward to a lot of participation to address challenges with the most diverse language group (22 languages, 12 scripts, 4 families, 1.8B speakers).
@anoopk and I are pleased to announce the MultiIndicMT 2024 shared task involving machine translation of all 22 scheduled Indian Languages. This task is organized as a part of the Workshop on Asian Translation (WAT), collocated with @emnlpmeeting and for the first time will be…
בעקבות ציוץ מעניין של @urieli17, צללתי לקרוא על ההשקעות המטורפות של האמירויות, ותכף גם של סעודיה, ב-AI, ואיך הן רוצות להפוך לבירת השבבים של העולם. המפרציות מבינות שמדינה שתוביל בטכנולוגיות האלה תהיה בליגה של הגדולים. יש פה גם הזדמנות היסטורית לישראל, שעלולה להפוך להחמצה גדולה. ⬇️
[LG] Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey arxiv.org/abs/2403.14608 - Large models have achieved remarkable performance but require substantial computational resources for fine-tuning. Parameter Efficient Fine-Tuning (PEFT) provides a…