🤖 LLMs - nmarshall · Scour

Analysis and Explainability of LLMs Via Evolutionary Methods 💻Local LLMs

Measuring Evaluation-Context Divergence in Open-Weight LLMs: A Paired-Prompt Protocol with Pilot Evidence of Alignment-Pipeline-Specific Heterogeneity 🚀MLOps

Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Models 💻Local LLMs

Attribution-Guided Continual Learning for Large Language Models 🤖Transformers

Discovering Reinforcement Learning Interfaces with Large Language Models 🤖Reinforcement Learning

The Granularity Axis: A Micro-to-Macro Latent Direction for Social Roles in Language Models 🤖Transformers

Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping 💻Local LLMs

Natural Language Autoencoders Produce Unsupervised Explanations of LLM Activations 🏠Self-hosted AI

lesswrong.com·20h

ELAS: Efficient Pre-Training of Low-Rank Large Language Models via 2:4 Activation Sparsity 💻Local LLMs

Patch-Effect Graph Kernels for LLM Interpretability 💻Local LLMs

Maistros: A Greek Large Language Model Adapted Through Knowledge Distillation From Large Reasoning Models 💻Local LLMs

Demystifying Manifold Constraints in LLM Pre-training 💻Local LLMs

Graph-Augmented LLMs for Swiss MP Ideology Prediction 💻Local LLMs

[2407.16833] Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach 🔍RAG

The Impossibility Triangle of Long-Context Modeling 📝Parser Combinators

BWLA: Breaking the Barrier of W1AX Post-Training Quantization for LLMs 💻Local LLMs

Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search 💻Local LLMs

Delta-Based Neural Architecture Search: LLM Fine-Tuning via Code Diffs 💻Local LLMs

Break the Block: Dynamic-size Reasoning Blocks for Diffusion Large Language Models via Monotonic Entropy Descent with Reinforcement Learning 📱Edge AI

Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics 🧠Memory Models

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