arXiv:2608.12334v1 Announce Type: cross Abstract: Despite the impressive multilingual capabilities of Large Language Models, the latent dynamics dictating…
Category: AI
LLMs Know the Constraint But Do Not Use It: Activation Bottlenecks in Pragmatic Constraint Reasoning
arXiv:2608.12321v1 Announce Type: cross Abstract: When a salient surface cue competes with an implicit feasibility constraint, LLMs often fail — but…
When AI Is Right and the Process Is Wrong
Imagine a common scenario in financial services. A team deploys AI to review contracts: hundreds of pages, repetitive clauses, and routine work that…
When AI Is Your Pastor: A Benchmark for Theological Triage and Pastoral Guidance in Large Language Models
arXiv:2608.12324v1 Announce Type: cross Abstract: People increasingly ask large language models (LLMs) for counsel on questions of faith, doctrine, and…
Your KV Cache Doesn’t Have a Bit Problem. It Has a Geometry Problem.
At identical 2-bit precision, one decision about which axis you quantize along swings a benchmark score from 2.88 to 63.53. Keys and values need opposite…
What Drives LLM Self-Reflection? A Controlled Ablation of Uncertainty Routing in Armed Conflict Forecasting
arXiv:2608.12322v1 Announce Type: cross Abstract: Self-reflection is widely assumed to improve LLM reasoning, yet which component drives the gain remains…
The Shift from AI Capability to AI Control
A series of high-profile incidents involving frontier AI providers has left businesses asking a question that, until recently, many hadn’t seriously…
The AI Accountability Ecosystem in the Era of Language Models
arXiv:2608.12320v1 Announce Type: cross Abstract: This article reviews and updates the framework for accountability in AI based on account- ability…
AI’s Best ROI Right Now Is Fixing Old Code, Not Writing New Code
Every AI product demo I sit through starts the same way: an empty prompt box, a request in plain English, and a working app a few minutes later. It’s a…
Why Do AI Agents Break Rules? How Framing, Context, and Social Signals Shape Compliance
arXiv:2608.12323v1 Announce Type: cross Abstract: Specifying a penalty can paradoxically convert a legal obligation into a cost-benefit calculation that…