I feel like this needs to be in a video about memory management #chunking
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#Chunking
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Posts tagged #Chunking
Here, I dive into some of the work we've done on this to date, including support for a chunk rescorer in our semantic reranking retriever, as well as some useful ES|QL primitives to get more visibility into chunks and snippets.
#elasticsearch #semanticreranking #snippets #chunks #chunking #esql
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Effective chunking is absolutely crucial for RAG performance. This is especially true for structured/semi-structured data like financial records or code. Poor chunking can significantly degrade retrieval quality, making context irrelevant. #Chunking 5/6
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what is your YAML chunking strategy?
just don't chunk it, dehydrate to JSON and chunk JSON
later rehydrate to YAML when agents asks for data
#chunking #rag
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If you need a refresher on how to better package information for others to enjoy maximum retention/recall... #NLP #Chunking #NLPTrainingDesign #NLPTechniques #StateManagement #PresentationSkills #Presenting #Teaching #Training
nlpmasteryinsight.com/blog/packagi...
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Chunking in RAG: The RAG Optimization Nobody Talks About Explore the optimization of chunking in RAG systems Continue reading on Medium »
#data-science #retrieval-augmented-gen #machine-learning #chunking #llm
Origin | Interest | Match
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You often forget things fast because your working memory is tiny.
#WorkingMemory #BrainTips #Forgetful #StudySmarter #BrainFriendlyLearning #VeraFBirkenbihl #LearningHacks #MemoryTips #Chunking #Neuroeducation
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Chonkie: революция в RAG-чанкинге — скорость, лёгкость, удобство В эпоху, когда большие языковые модели (LLM) стано...
#rag #chunking #ai #поиск #чанкинг #векторные #базы #данных #библиотека #llm #память
Origin | Interest | Match
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The RAG Obituary: Killed by Agents, Buried by Context Windows #rag #llms #generativeai #limits #context #chunking #embeddings #reranking #complexity #retrieval #investigation #claudecode #files #grep
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Synaptic Theory Shows How Chunking Boosts Working Memory Capacity
A new study identifies chunking neurons that use short‑term synaptic plasticity to bind items into larger memory chunks, letting working memory hold more than its basic limit. getnews.me/synaptic-theory-shows-ho... #chunking #workingmemory #neuroscience
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‘Chicken! Shrimp! Beef! Try all three. . .’
Illustrator unknown
*The Saturday Evening Post*, September 19, 1959
#illustration #illustrationart #ChunKing #ChopSuey #ChineseCuisine #CantoneseCuisine #frozendinner
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📂 #Chonkie: lightweight text #chunking for #RAG — code, semantic, late & #Agentic modes, 🧩 Fine-tuned #BERT or embedding model via API detects semantic shifts ⚡ MIT lic
🔗 Link in first 💬⤵️
Repost 🔁 #LLM #AI
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📂 Data Prep Kit: #Unstructured #data prep for #LLM apps — #Python, #Ray, #Spark ⚙️ #Dedup, #PII redaction & doc #chunking for #RAG
🔗 Link in first 💬⤵️
Repost 🔁 #AI
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#BranchingPrompts #Chunking #ComplexTasks #FeedbackLoops #RoleBasedPrompts #ScienceofChunking #SequentialPromptFramework #SequentialPromptingTechniques #SequentialPrompts #Smallerprompts #TheScienceofChunking
www.entrepreneursjoint.com/complex-task...
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🍽️ I make #dinner 4x/week, but by 4pm, I'm cognitively exhausted. Over the years, I've learned how to make it easier.
In the morning, I set out all pans & non-perishables I'll need for dinner. I'll even start prep then.
#Chunking (breaking tasks into chunks) uas made a big difference. #ADHD #MEcfs
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От задачи до решения: LLM с RAG-конфигурацией и ROC-AUC. Эксп...
habr.com/ru/companies/mipt_digita...
#llm #rag #f1 #score #roc-auc #google #colab #openrouter #Groq #api #chunking
Result Details
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Thank you for this #chunking reminder. 💪🏼
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How to Build a RAG System from Scratch using LangChain and FAISS Language models like GPT-4 and C...
medium.com/@Thoughts_by_Akansha/how...
#retrieval-augmented-gen […]
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"Amazon Bedrock's Knowledge Base: Parsing and Chunking" by Rajnish
#rag #advancedrag #parsing #chunking #genai
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Boostez votre RAG avec 84% d'amélioration !
Découvrez comment le chunking contextuel surpasse Gemini 2.0 !
📊 Amélioration de la précision<br>📝 Stratégies d'extraction<br>💡 Coûts réduits
#IA #RAG #Chunking
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Nate Herk delivers an outstanding breakdown of various chunking strategies in n8n. A must-watch for anyone looking to level up their AI skills!
https://buff.ly/3ZFJlqy
#ai #llm #chunking #n8n
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Can #chunking be done without an #Embedding Model?
YES. 😎
CEO of Jina AI Han Xiao shared a #RegEx which is capable of chunking documents without help of an Embedding model. This is (apparently) also the core participle implementation in Jina Segementer API. (jina.ai/segmenter/)
#AdventOfAI (1/2)
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Chunking - Breaking things into smaller pieces, making it easier to digest/read/memorize. Good way to train/learn. #chunking #breakingup #memorize #read #digest #smaller #memory
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I can’t believe it took me this long to discover this wonderful app.
For myself and many of my students who are #ActuallyAutistic #AuDHD this is a god send.
Yes it is AI so it is not perfect, e.g. the estimator function.
Wonderful #universal tool for #chunking
#EduSky🍎 #InclusiveEducation
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We've been #teaching KS2 students about #memory and how we learn @Juliansprimary, such as recall, #dualcoding #chunking etc. Recently, I asked Y6 to write letters to younger peers sharing some tips (they learned a year ago)! I'm so impressed! Here are some excerpts. Many more.
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Le stockage d’une information peut être considérablement amélioré par le biais d’une opération faite plus ou moins consciemment : le #chunking #neurosciences #tice #neurolearning #cognition #chunk #formpro #digitallearning #formation @xoslearning
digital-learning-academy.com/role-chunks-pr…
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