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Static vs. Dynamic vs. Continuous Batching in LLM Inference

In this article, you will learn how static, dynamic, and continuous batching work in LLM...

Stateful vs. Stateless Agent Design: Tradeoffs for Scalable Agentic Systems

In this article, you will learn how an agent’s approach to managing state — stateless...

Start Making Sense(s): A Developmental Probe of Attention Specialization Using Lexical Ambiguity

arXiv:2511.21974v1 Announce Type: new Abstract: Despite an in-principle understanding of self-attention matrix operations in Transformer...

STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence

arXiv:2510.24693v2 Announce Type: replace-cross Abstract: Despite rapid progress in Multi-modal Large Language Models and Large...

Stand Up for Research, Innovation, and Education

Right now, MIT alumni and friends are voicing their support for: America’s scientific and technological...

Stacked from One: Multi-Scale Self-Injection for Context Window Extension

arXiv:2603.04759v1 Announce Type: new Abstract: The limited context window of contemporary large language models (LLMs)...

Stable Signer: Hierarchical Sign Language Generative Model

arXiv:2512.04048v1 Announce Type: cross Abstract: Sign Language Production (SLP) is the process of converting the...

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR

arXiv:2507.15778v2 Announce Type: replace Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has become an effective...

SSDAU: Structured Semantic Data Augmentation for Joint Entity and Relation Extraction

arXiv:2605.23440v4 Announce Type: replace Abstract: Joint Entity and Relation Extraction (JERE) is highly sensitive to...

SRA-MCTS: Self-driven Reasoning Augmentation with Monte Carlo Tree Search for Code Generation

arXiv:2411.11053v5 Announce Type: replace Abstract: Large language models demonstrate exceptional performance in simple code generation...

SR-GRPO: Stable Rank as an Intrinsic Geometric Reward for Large Language Model Alignment

arXiv:2512.02807v1 Announce Type: new Abstract: Aligning Large Language Models (LLMs) with human preferences typically relies...

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