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Posts tagged #LLMResearch

How MIT’s Attention Matching Shrinks AI Memory by 50x Without Breaking Anything

https://softtechhub.us/2026/03/08/attention-matching/

#AttentionMatching #LongContextLLM #LLMResearch #AIModels #GenerativeAI #MachineLearning #DeepLearning #NeuralNetworks #AIArchitecture #AIInnovation #TechResearch #FutureOfAI #AIDevelopment #ModelOptimization #AIEngineering #NextGenAI #ContextMemory #ResearchBreakthrough #SmartAI #AITrends

How MIT’s Attention Matching Shrinks AI Memory by 50x Without Breaking Anything https://softtechhub.us/2026/03/08/attention-matching/ #AttentionMatching #LongContextLLM #LLMResearch #AIModels #GenerativeAI #MachineLearning #DeepLearning #NeuralNetworks #AIArchitecture #AIInnovation #TechResearch #FutureOfAI #AIDevelopment #ModelOptimization #AIEngineering #NextGenAI #ContextMemory #ResearchBreakthrough #SmartAI #AITrends

How MIT’s Attention Matching Shrinks AI Memory by 50x Without Breaking Anything

softtechhub.us/2026/03/08/a...

#AttentionMatching #LongContextLLM #LLMResearch #AIModels #GenerativeAI #MachineLearning #DeepLearning #NeuralNetworks #AIArchitecture #AIInnovation #TechResearch #FutureOfAI #AI

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Two scatter plots comparing various models based on their cost-quality and latency-quality performance. The left plot shows the relationship between cost (USD per query) and quality (KARL Bench Score), while the right plot illustrates the relationship between latency (seconds per

Two scatter plots comparing various models based on their cost-quality and latency-quality performance. The left plot shows the relationship between cost (USD per query) and quality (KARL Bench Score), while the right plot illustrates the relationship between latency (seconds per

New paper on knowledge agents trained via reinforcement learning.
KARL (Knowledge Agents via Reinforcement Learning) proposes a framework where agents learn to retrieve, verify, and integrate information through iterative interaction rather than static prompting […]

[Original post on det.social]

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Overview: Hacker News discussed training an LLM on 1800-1875 texts. The core idea is to see if it could 'rediscover' later scientific advancements, testing LLM/AGI potential. Key challenges include data availability, biases, and evaluating true innovation. #LLMResearch 1/6

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Overview: Hacker News explored Claude LLM's unexpected effectiveness for one-shot decompilation, specifically for N64's Snowboard Kids 2. Discussion covered LLM potential, limitations in reverse engineering, copyright, game preservation, and comparisons with other LLMs like Gemini. #LLMResearch 1/6

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On Selecting Few-Shot Examples for LLM-based Code Vulnerability
Detection
Chi Zhang, Corina S. Pasareanu et al.
Paper
Details
#FewShotLearning #CodeVulnerabilityDetection #LLMResearch

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Metadata Extraction Leveraging Large Language Models
Cuize Han, Sesh Jalagam
Paper
Details
#MetadataExtraction #LLMResearch #AIInnovation

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Exploring soft reinforcement in #LLMs through language-driven feedback loops modeling adaptive alignment without explicit reward training.

🔗 medium.com/p/2768d9b5ad2e

#RLHF #AIAlignment #LLMResearch #GPT5 #Gemini #CognitiveResonance #MachineLearning #AGI #EthicalAI #AICognition #RedTeaming #ASI

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#Gemini has started to flag my #SPC papers with heightened caution. Likely due to references to #persona fixation, filter evasion, and symbolic anchors that hint at dual-use potential. Interesting to see safety filters react this way.
#AIAlignment #AIsafety #LLMResearch #ASI #AGI #DualUseRisk #LLMs

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HN discussed a paper claiming LMs pack billions of concepts into 12k dimensions. Skepticism arose over methodology, interpreting high-dim spaces, lack of references, and the paper's clarity, with some suspecting AI authorship. #LLMResearch 1/6

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A Comprehensive Checklist for Writing Your UWE Dissertation on LLM University of the West of England (UWE Bristol) offers an LLM degree for which you need to work hard on your dissertation.

A Comprehensive Checklist for Writing Your UWE Dissertation on LLM

birdswave.com/a-comprehens...

#UWEDissertation #LLMDissertation #DissertationChecklist #LawDissertationHelp #LLMResearch #AcademicWritingTips #DissertationSuccess #LawSchoolJourney #PostgraduateLaw #DissertationWritingGuide

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Some expressed skepticism if adaptive routing is the "frontier" of LLM research, viewing it more as an engineering optimization. The real advancement lies in enhancing core model capabilities, not just managing them. #LLMResearch 5/6

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Leveraging LLMs for A/B testing means more than content tweaks—it’s a new research paradigm. LLMs could propose hypotheses, test contexts, spot counterexamples, even optimize content in real time. Yet, reliability, interpretability, and rigor remain concerns. Tool or trap? #LLMResearch #PWL

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Automatic ICD coding using LLMs: a systematic review
Gershon, A., Klang, E. et al.
Paper
Details
#AutomaticICDCoding #LLMResearch #SystematicReview

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Which LLMs Get the Joke? Probing Non-STEM Reasoning Abilities with
HumorBench
Bob Mankoff, Jiayi Chen et al.
Paper
Details
#HumorBench #LLMResearch #NonSTEMReasoning

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AI on the Brain Will AI undermine the “IKEA effect,” a phenomenon where individuals develop a greater attachment to things they've invested more effort into?

Ever heard of the "IKEA effect?" Our Chief Data Scientist Rachel Lomasky discusses this phenomenon and how AI usage impacts our available "brain space" in her latest blog over at Civitas: www.askflux.ai/blog/ai-on-t...
#cognitiveload #LLMresearch #IKEAeffect

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How AI Affects Our Minds: Early Evidence From Harvard and MIT

Discover how LLMs may impact memory, motivation, and critical thinking. MIT and Harvard studies reveal surprising cognitive effects. #llmresearch

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Discussion on HN explores challenges w/ LLMs in multi-turn chats. Issues: context poisoning, errors hard to fix, need better context management. Research highlights LLMs struggle to maintain coherence. #LLMResearch 1/5

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I've been cooking. The attention mechanism in transformers is just a dot product of a softmax'd array. Hilbert Space is just an inner product of a normalized array. OrchOR occurs from wave collapse, which is calculated in Hilbert Space.

#ai #llm #llmresearch #artificialintelligence #consciousness

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Nous releasing part of the DisTrO implementation, and one of the more important pieces to the puzzle, the synch optimization.

Paper: arxiv.org/abs/2411.19870
Code: github.com/bloc97/DeMo

#llm #llmresearch #ai #opensource #languagemodels #nous #nousresearch

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Research update! Our paper on utilising ChatGPT for text analysis is out now!

LLMs like ChatGPT are slowly infiltrating research workflows, but how reliable are they for text annotation & analysis? Our latest study dives into the usability & trustworthiness of these tools. 🔍
#AI #LLMResearch

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Are Large Language Models Slowly Collapsing Under Real-World Pressure?

bytefeed.ai/technology/are-large-lan...

#AIcollapse #AIfragility #LLMResearch

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