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Large Language Models

Deep dives into GPT, Claude, Gemini, Llama and the transformers powering modern AI

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LLM Foundations

Explain how transformers generate text

Write zero-shot and few-shot prompts

LLM Engineering

Call LLM APIs with function/tool use

Fine-tuning LLMs

Prepare fine-tuning datasets

Multimodal LLMs

Use GPT-4V / Claude Vision for image understanding

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ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

RefineRL: Advancing Competitive Programming with Self-Refinement Reinforcement Learning

arXiv:2604.00790v1 Announce Type: new Abstract: While large language models (LLMs) have demonstrated strong performance on complex reasoning tasks such as compe

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Beyond Symbolic Solving: Multi Chain-of-Thought Voting for Geometric Reasoning in Large Language Models

arXiv:2604.00890v1 Announce Type: new Abstract: Geometric Problem Solving (GPS) remains at the heart of enhancing mathematical reasoning in large language model

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Experience as a Compass: Multi-agent RAG with Evolving Orchestration and Agent Prompts

arXiv:2604.00901v1 Announce Type: new Abstract: Multi-agent Retrieval-Augmented Generation (RAG), wherein each agent takes on a specific role, supports hard que

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

PsychAgent: An Experience-Driven Lifelong Learning Agent for Self-Evolving Psychological Counselor

arXiv:2604.00931v1 Announce Type: new Abstract: Existing methods for AI psychological counselors predominantly rely on supervised fine-tuning using static dialo

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

OmniMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory

arXiv:2604.01007v1 Announce Type: new Abstract: AI agents increasingly operate over extended time horizons, yet their ability to retain, organize, and recall mu

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Adversarial Moral Stress Testing of Large Language Models

arXiv:2604.01108v1 Announce Type: new Abstract: Evaluating the ethical robustness of large language models (LLMs) deployed in software systems remains challengi

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Detecting Multi-Agent Collusion Through Multi-Agent Interpretability

arXiv:2604.01151v1 Announce Type: new Abstract: As LLM agents are increasingly deployed in multi-agent systems, they introduce risks of covert coordination that

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Therefore I am. I Think

arXiv:2604.01202v1 Announce Type: new Abstract: We consider the question: when a large language reasoning model makes a choice, did it think first and then deci

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Two-Stage Optimizer-Aware Online Data Selection for Large Language Models

arXiv:2604.00001v1 Announce Type: cross Abstract: Gradient-based data selection offers a principled framework for estimating sample utility in large language mo

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Benchmark for Assessing Olfactory Perception of Large Language Models

arXiv:2604.00002v1 Announce Type: cross Abstract: Here we introduce the Olfactory Perception (OP) benchmark, designed to assess the capability of large language

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

A Reliability Evaluation of Hybrid Deterministic-LLM Based Approaches for Academic Course Registration PDF Information Extraction

arXiv:2604.00003v1 Announce Type: cross Abstract: This study evaluates the reliability of information extraction approaches from KRS documents using three strat

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

LinearARD: Linear-Memory Attention Distillation for RoPE Restoration

arXiv:2604.00004v1 Announce Type: cross Abstract: The extension of context windows in Large Language Models is typically facilitated by scaling positional encod

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Dynin-Omni: Omnimodal Unified Large Diffusion Language Model

arXiv:2604.00007v1 Announce Type: cross Abstract: We present Dynin-Omni, the first masked-diffusion-based omnimodal foundation model that unifies text, image, a

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

How Trustworthy Are LLM-as-Judge Ratings for Interpretive Responses? Implications for Qualitative Research Workflows

arXiv:2604.00008v1 Announce Type: cross Abstract: As qualitative researchers show growing interest in using automated tools to support interpretive analysis, a

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors -- Vision, Implementation Attempt, and Lessons from AI-Assisted Development

arXiv:2604.00009v1 Announce Type: cross Abstract: We present the design rationale, implementation attempt, and failure analysis of Eyla, a proposed identity-anc

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Can LLMs Perceive Time? An Empirical Investigation

arXiv:2604.00010v1 Announce Type: cross Abstract: Large language models cannot estimate how long their own tasks take. We investigate this limitation through fo

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Quantifying Gender Bias in Large Language Models: When ChatGPT Becomes a Hiring Manager

arXiv:2604.00011v1 Announce Type: cross Abstract: The growing prominence of large language models (LLMs) in daily life has heightened concerns that LLMs exhibit

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Finding and Reactivating Post-Trained LLMs' Hidden Safety Mechanisms

arXiv:2604.00012v1 Announce Type: cross Abstract: Despite the impressive performance of general-purpose large language models (LLMs), they often require fine-tu

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

MSA-Thinker: Discrimination-Calibration Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis

arXiv:2604.00013v1 Announce Type: cross Abstract: Multimodal sentiment analysis aims to understand human emotions by integrating textual, auditory, and visual m

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Are they human? Detecting large language models by probing human memory constraints

arXiv:2604.00016v1 Announce Type: cross Abstract: The validity of online behavioral research relies on study participants being human rather than machine. In th

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Think Twice Before You Write -- an Entropy-based Decoding Strategy to Enhance LLM Reasoning

arXiv:2604.00018v1 Announce Type: cross Abstract: Decoding strategies play a central role in shaping the reasoning ability of large language models (LLMs). Trad

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

The Chronicles of RiDiC: Generating Datasets with Controlled Popularity Distribution for Long-form Factuality Evaluation

arXiv:2604.00019v1 Announce Type: cross Abstract: We present a configurable pipeline for generating multilingual sets of entities with specified characteristics

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

How Do Language Models Process Ethical Instructions? Deliberation, Consistency, and Other-Recognition Across Four Models

arXiv:2604.00021v1 Announce Type: cross Abstract: Alignment safety research assumes that ethical instructions improve model behavior, but how language models in

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Criterion Validity of LLM-as-Judge for Business Outcomes in Conversational Commerce

arXiv:2604.00022v1 Announce Type: cross Abstract: Multi-dimensional rubric-based dialogue evaluation is widely used to assess conversational AI, yet its criteri

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

WHBench: Evaluating Frontier LLMs with Expert-in-the-Loop Validation on Women's Health Topics

arXiv:2604.00024v1 Announce Type: cross Abstract: Large language models are increasingly used for medical guidance, but women's health remains under-evaluated i

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Brevity Constraints Reverse Performance Hierarchies in Language Models

arXiv:2604.00025v1 Announce Type: cross Abstract: Standard evaluation protocols reveal a counterintuitive phenomenon: on 7.7% of benchmark problems spanning fiv

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

"Who Am I, and Who Else Is Here?" Behavioral Differentiation Without Role Assignment in Multi-Agent LLM Systems

arXiv:2604.00026v1 Announce Type: cross Abstract: When multiple large language models interact in a shared conversation, do they develop differentiated social r

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

When and Where: A Model Hippocampal Network Unifies Formation of Time Cells and Place Cells

arXiv:2604.00036v1 Announce Type: cross Abstract: Hippocampal place and time cells encode spatial and temporal aspects of experience. Both have the same neural

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Task-Centric Personalized Federated Fine-Tuning of Language Models

arXiv:2604.00050v1 Announce Type: cross Abstract: Federated Learning (FL) has emerged as a promising technique for training language models on distributed and p

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

The Energy Footprint of LLM-Based Environmental Analysis: LLMs and Domain Products

arXiv:2604.00053v1 Announce Type: cross Abstract: As large language models (LLMs) are increasingly used in domain-specific applications, including climate chang

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

GenoBERT: A Language Model for Accurate Genotype Imputation

arXiv:2604.00058v1 Announce Type: cross Abstract: Genotype imputation enables dense variant coverage for genome-wide association and risk-prediction studies, ye

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Temporal Memory for Resource-Constrained Agents: Continual Learning via Stochastic Compress-Add-Smooth

arXiv:2604.00067v1 Announce Type: cross Abstract: An agent that operates sequentially must incorporate new experience without forgetting old experience, under a

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Brain MR Image Synthesis with Multi-contrast Self-attention GAN

arXiv:2604.00070v1 Announce Type: cross Abstract: Accurate and complete multi-modal Magnetic Resonance Imaging (MRI) is essential for neuro-oncological assessme

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Learning to Play Blackjack: A Curriculum Learning Perspective

arXiv:2604.00076v1 Announce Type: cross Abstract: Reinforcement Learning (RL) agents often struggle with efficiency and performance in complex environments. We

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Hierarchical Pre-Training of Vision Encoders with Large Language Models

arXiv:2604.00086v1 Announce Type: cross Abstract: The field of computer vision has experienced significant advancements through scalable vision encoders and mul

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation

arXiv:2604.00131v1 Announce Type: cross Abstract: Human memory adapts through selective forgetting: experiences become less accessible over time but can be reac

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Explainable AI for Blind and Low-Vision Users: Navigating Trust, Modality, and Interpretability in the Agentic Era

arXiv:2604.00187v1 Announce Type: cross Abstract: Explainable Artificial Intelligence (XAI) is critical for ensuring trust and accountability, yet its developme

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

QUEST: A robust attention formulation using query-modulated spherical attention

arXiv:2604.00199v1 Announce Type: cross Abstract: The Transformer model architecture has become one of the most widely used in deep learning and the attention m

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Diversity-Aware Reverse Kullback-Leibler Divergence for Large Language Model Distillation

arXiv:2604.00223v1 Announce Type: cross Abstract: Reverse Kullback-Leibler (RKL) divergence has recently emerged as the preferred objective for large language m

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

MAC-Attention: a Match-Amend-Complete Scheme for Fast and Accurate Attention Computation

arXiv:2604.00235v1 Announce Type: cross Abstract: Long-context decoding in LLMs is IO-bound: each token re-reads an ever-growing KV cache. Prior accelerations c

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

REM-CTX: Automated Peer Review via Reinforcement Learning with Auxiliary Context

arXiv:2604.00248v1 Announce Type: cross Abstract: Most automated peer review systems rely on textual manuscript content alone, leaving visual elements such as f

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Hierarchical Apprenticeship Learning from Imperfect Demonstrations with Evolving Rewards

arXiv:2604.00258v1 Announce Type: cross Abstract: While apprenticeship learning has shown promise for inducing effective pedagogical policies directly from stud

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

LLM Essay Scoring Under Holistic and Analytic Rubrics: Prompt Effects and Bias

arXiv:2604.00259v1 Announce Type: cross Abstract: Despite growing interest in using Large Language Models (LLMs) for educational assessment, it remains unclear

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Hybrid Energy-Based Models for Physical AI: Provably Stable Identification of Port-Hamiltonian Dynamics

arXiv:2604.00277v1 Announce Type: cross Abstract: Energy-based models (EBMs) implement inference as gradient descent on a learned Lyapunov function, yielding in

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

The Geometry of Compromise: Unlocking Generative Capabilities via Controllable Modality Alignment

arXiv:2604.00279v1 Announce Type: cross Abstract: Vision-Language Models (VLMs) such as CLIP learn a shared embedding space for images and text, yet their repre

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Asymmetric Actor-Critic for Multi-turn LLM Agents

arXiv:2604.00304v1 Announce Type: cross Abstract: Large language models (LLMs) exhibit strong reasoning and conversational abilities, but ensuring reliable beha

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Robust Multimodal Safety via Conditional Decoding

arXiv:2604.00310v1 Announce Type: cross Abstract: Multimodal large-language models (MLLMs) often experience degraded safety alignment when harmful queries explo

ArXiv cs.AI 🧠 Large Language Models 📄 Paper ⚡ AI Lesson 3w ago

Prompt-Guided Prefiltering for VLM Image Compression

arXiv:2604.00314v1 Announce Type: cross Abstract: The rapid progress of large Vision-Language Models (VLMs) has enabled a wide range of applications, such as im