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Posts tagged #Memorization

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AIs can generate near-verbatim copies of novels from training data LLMs memorize more training data than previously thought.

Several colleagues have written about the problem of #memorization in #LLMs. If you're interested, I wrote about my own experiences and experiments in German in "Was liest #ChatGPT?", published last year in Digitales Lesen, ed. by Susanne Düwell and Nicolas Pethes. tl/dr: I am not surprised.

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The Krebs Cycle Memory Crisis

The Krebs Cycle Memory Crisis

The Krebs Cycle Memory Crisis

#Biochemistry #Krebscycle #Biology #Studying #Memorization

sciencehumor.io/biology-memes/the-krebs-...

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The AI Hippocampus: How Far are We From Human Memory?

Zixia Jia, Jiaqi Li, Yipeng Kang et al.

Action editor: Hanwang Zhang

https://openreview.net/forum?id=Sk7pwmLuAY

#memory #memorization #hippocampus

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7 unnecessary #Assumptions about #Life in the #Universe : Medium

#AI’s #Memorization #Crisis : Misc

Why Finding #Motivation Is Often Such a #Struggle : Misc

Latest #KnowledgeLinks

knowledgezone.co.in/resources/bo...

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Deconstructing Geoffrey Hinton’s weakest argument Hinton’s “savage” but misguided attack on Marcus, analyzed

“A large fraction of what #LLMs do is mostly just #memorization …” open.substack.com/pub/garymarc...

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Illusion or Algorithm? Investigating Memorization, Emergence, and Symbolic Processing in In-Conte...

Jingcheng Niu, Subhabrata Dutta, Ahmed Elshabrawy, Harish Tayyar Madabushi, Iryna Gurevych

Action editor: Razvan Pascanu

https://openreview.net/forum?id=10QqO1tM1H

#memorization

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What Should Embeddings Embed? Autoregressive Models Represent Latent Generating Distributions

Liyi Zhang, Michael Y. Li, R. Thomas McCoy et al.

Action editor: Francisco Ruiz

https://openreview.net/forum?id=YyMACp98Kz

#embeddings #embed #memorization

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Improved Localized Machine Unlearning Through the Lens of Memorization

Reihaneh Torkzadehmahani, Reza Nasirigerdeh, Georgios Kaissis et al.

Action editor: Rahaf Aljundi

https://openreview.net/forum?id=zXAVdHYPIB

#unlearning #memorization #memorized

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Heute erscheint mein Editorial in der MMR. Statt am Wort der Entscheidungen zu kleben, schaue ich mir #Getty v #Stability und #GEMA v #OpenAI aus Perspektive der Gerichte, der Geschichte und der Informationswissenschaften an. Habt Spaß!

#AI #LLM #Memorization

beck-online.beck.de?vpath=bibdat...

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Reconstructing Shuffled Text (Derived Text Formats) This dataset contains all the results (including reconstructed texts, similarity scores etc.) of the reconstrution of DTF texts. The work is presented at the 4th Annual Conference of Computational Lit...

As always: #OpenData persistently available at:
Du, K. (2025). Reconstructing Shuffled Text (Derived Text Formats) [Data set]. Zenodo. doi.org/10.5281/zeno...
#CLS #CCLS25 #DTF #LiteraryComputing #LLM #Memorization

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Studying memorization of large language models using answers to Stack Overflow questions

Laura Caspari, Alexander Trautsch, Michael Granitzer, Steffen Herbold

Action editor: Alain Oliviero Durmus

https://openreview.net/forum?id=ddocn44Kaq

#memorization #memorized #attribution

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New #J2C Certification:

Illusion or Algorithm? Investigating Memorization, Emergence, and Symbolic Processing in In-Conte...

Jingcheng Niu, Subhabrata Dutta, Ahmed Elshabrawy, Harish Tayyar Madabushi, Iryna Gurevych

https://openreview.net/forum?id=10QqO1tM1H

#memorization #memorizing

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memorize_bible_verses_efficiently_gra1n.jpg

Master Bible Verse Memorization in 5 Simple Steps

Read More - www.mybiblesong.com/master-bible-verse-memor...

#bible #memorization #memory #techniques #scripture #study

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MemBench: Memorized Image Trigger Prompt Dataset for Diffusion Models

Chunsan Hong, Tae-Hyun Oh, Minhyuk Sung

Action editor: Li Dong

https://openreview.net/forum?id=z3RIiidJgD

#memorization #memorized #diffusion

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🗝 The key idea: high-surprisal tokens (hard to predict from context) are diagnostic of memorization. Mask them, ask the model to reconstruct them → if it succeeds, it’s likely memorized that data. (4/7)
#Memorization

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New #Featured Certification:

What Should Embeddings Embed? Autoregressive Models Represent Latent Generating Distributions

Liyi Zhang, Michael Y. Li, R. Thomas McCoy et al.

https://openreview.net/forum?id=YyMACp98Kz

#embeddings #embed #memorization

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Three Repetitions and It’s Mine: Memory as Muscle, Pattern, and Presence News about MSI Press authors; Excerpts from MSI Press authors' books; Carl's Cancer Compendium information; tips for authors

Today's blog post is:

Three repetitions and it's mine: #Memory as muscle, pattern, and presence

msipressblog.blogspot.com/2025/07/thre...

#patternsformemorization #presenceformemorization #memorization #impovingmemory #retainingmemory

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Offset Unlearning for Large Language Models

James Y. Huang, Wenxuan Zhou, Fei Wang et al.

Action editor: Bo Han

https://openreview.net/forum?id=A4RLpHPXCu

#unlearning #unlearn #memorization

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Want to strengthen your memory and sharpen your focus?

Join Jade Esteban Estrada for an engaging workshop that explores how top performers, speakers, and professionals train their brains to retain information with ease and confidence.

You’ll learn a toolkit of memory techniques used by memory champions and cognitive coaches, including:

The Memory Palace (Method of Loci)

Mnemonics and visual hooks

Chunking for better organization

Spaced repetition for long-term retention

Storytelling as a memorization superpower

Whether you're giving a presentation, learning new material, or just tired of forgetting names, this workshop will help you remember more, stress less, and have a lot of fun along the way.

Hope to see you there!

 ⌚ 6-9 p.m. CST

🗓️ Wednesday, July 16, 2025

🖥️ Zoom

🎟️ $50 | $25 mid-year special through July 7 | Link in comments

📧 actingmcseries@gmail.com 

📸: Mayra Alexandra 

#memorization #memory #actingclass #actors #actingmasterclassseries #getjaded

Want to strengthen your memory and sharpen your focus? Join Jade Esteban Estrada for an engaging workshop that explores how top performers, speakers, and professionals train their brains to retain information with ease and confidence. You’ll learn a toolkit of memory techniques used by memory champions and cognitive coaches, including: The Memory Palace (Method of Loci) Mnemonics and visual hooks Chunking for better organization Spaced repetition for long-term retention Storytelling as a memorization superpower Whether you're giving a presentation, learning new material, or just tired of forgetting names, this workshop will help you remember more, stress less, and have a lot of fun along the way. Hope to see you there! ⌚ 6-9 p.m. CST 🗓️ Wednesday, July 16, 2025 🖥️ Zoom 🎟️ $50 | $25 mid-year special through July 7 | Link in comments 📧 actingmcseries@gmail.com 📸: Mayra Alexandra #memorization #memory #actingclass #actors #actingmasterclassseries #getjaded

Want to strengthen your memory and sharpen your focus? Join me 7/16 for an engaging workshop that explores how top performers, speakers, and professionals train their brains to retain information with ease and confidence. #memorization #memory #actingclass #actors #actingmasterclassseries #getjaded

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On July 16, strengthen your memory and sharpen your focus in my Memorize Like an Elephant Acting Workshop! Mid-year offers on all classes and passes in effect until Monday. Looking forward to seeing you! 🖥️🎭🇺🇲

On July 16, strengthen your memory and sharpen your focus in my Memorize Like an Elephant Acting Workshop! Mid-year offers on all classes and passes in effect until Monday. Looking forward to seeing you! 🖥️🎭🇺🇲

On July 16, strengthen your memory and sharpen your focus in my Memorize Like an Elephant Acting Workshop! Mid-year offers on all classes and passes in effect until Monday. Looking forward to seeing you! 🖥️🎭🇺🇲 #rememberthis #actingclass #memorization #actingmcseries #actor #brain #actors #getjaded

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How much information do LLMs really memorize? Now we know, thanks to Meta, Google, Nvidia and Cornell Using a clever solution, researchers find GPT-style models have a fixed memorization capacity of approximately 3.6 bits per parameter.

Interesting, "GPT-style models have a fixed memorization capacity of approximately 3.6 bits per parameter."
venturebeat.com/ai/how-much-...
#ai #memorization #llm

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How much information do LLMs really memorize? Now we know, thanks to Meta, Google, Nvidia and Cornell

venturebeat.com/ai/how-much-information-...

#AI #LLM #Memorization

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Text Shot: Jack Morris, the lead author, explained via the social network X that “training on more data will force models to memorize less per-sample.”

These findings may help ease concerns around large models memorizing copyrighted or sensitive content.

If memorization is limited and diluted across many examples, the likelihood of reproducing any one specific training example decreases. In essence, more training data leads to safer generalization behavior, not increased risk.

Text Shot: Jack Morris, the lead author, explained via the social network X that “training on more data will force models to memorize less per-sample.” These findings may help ease concerns around large models memorizing copyrighted or sensitive content. If memorization is limited and diluted across many examples, the likelihood of reproducing any one specific training example decreases. In essence, more training data leads to safer generalization behavior, not increased risk.

How much information do LLMs really memorize? Now we know, thanks to Meta, Google, Nvidia and Cornell venturebeat.com/ai/how-much-information-... #AI #memorization #copyright

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Video

Memorization #musiceducation #conductor #memorization

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Memory-Modular Classification: Learning to Generalize with Memory Replacement

Dahyun Kang, Ahmet Iscen, Eunchan Jo, Sua Choi, Minsu Cho, Cordelia Schmid

Action editor: Jake C. Snell

https://openreview.net/forum?id=DcIW0idrg8

#learns #memorization #memory

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On Memorization in Diffusion Models

Xiangming Gu, Chao Du, Tianyu Pang, Chongxuan Li, Min Lin, Ye Wang

Action editor: Kamalika Chaudhuri

https://openreview.net/forum?id=D3DBqvSDbj

#memorization #diffusion #models

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My ongoing ukulele journey: memorizing songs! I’ve always leaned on my music sheets, but I’m pushing myself to break free. Been practicing with Marc Gallagher’s Avril to Ziggy—best thing I’ve done this year! It’s actually working! 🎶💪 #Ukulele #Practice #Memorization #ukulelegivesmewings

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Help us repair our #Tahfiz #Quran #Memorization Center for #Rohingya children. We have only 4 days left to rebuild it, so the students can pray Tarawih and start memorizing Quran there, insha’Allah.

Please #donate whatever you can.

Jazakallahu khairan.

Donate:
www.launchgood.com/v4/campaign/...

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AI Research Tools Memorization vs. Reasoning

AI research tools boost productivity by retrieving and summarizing vast amounts of data quickly. They excel at handling known content but rely on memorization, not genuine reasoning. Read more: thetechpencil.com/ai-research-... #AI #DeepResearch #Memorization #Reasoning #KnowledgeWork

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