noem
NOEM$^{3}$A: A Neuro-Symbolic Ontology-Enhanced Method for Multi-Intent Understanding in Mobile Agents
Tzachristas, Ioannis, Sui, Aifen
We introduce a neuro-symbolic framework for multi-intent understanding in mobile AI agents by integrating a structured intent ontology with compact language models. Our method leverages retrieval-augmented prompting, logit biasing and optional classification heads to inject symbolic intent structure into both input and output representations. We formalize a new evaluation metric-Semantic Intent Similarity (SIS)-based on hierarchical ontology depth, capturing semantic proximity even when predicted intents differ lexically. Experiments on a subset of ambiguous/demanding dialogues of MultiWOZ 2.3 (with oracle labels from GPT-o3) demonstrate that a 3B Llama model with ontology augmentation approaches GPT-4 accuracy (85% vs 90%) at a tiny fraction of the energy and memory footprint. Qualitative comparisons show that ontology-augmented models produce more grounded, disambiguated multi-intent interpretations. Our results validate symbolic alignment as an effective strategy for enabling accurate and efficient on-device NLU.
The Gleeful Cruelty of the White House X Account
On March 18, the official White House account on X posted two photographs of Virginia Basora-Gonzalez, a woman who was arrested earlier this month by U.S. Immigration and Customs Enforcement. The post described her as a "previously deported alien felon convicted of fentanyl trafficking," and celebrated her capture as a win for the administration. In one photograph, Basora-Gonzalez is shown handcuffed and weeping in a public parking lot. The White House account posted about Basora-Gonzalez again yesterday--this time, rendering her capture in the animated style of the beloved Japanese filmmaker Hayao Miyazaki, who co-founded the animation company Studio Ghibli. Presumably, whoever runs the account had used ChatGPT, which has been going viral this week for an update to its advanced "4o" model that enables it to transform photographs in the style of popular art, among other things.
South Dakota bills criminalizing AI child porn, xylazine, head to Noem's desk
Fox News Flash top headlines are here. Check out what's clicking on Foxnews.com. South Dakota is poised to update its laws against child sexual abuse images to include those created by artificial intelligence, under a bill headed to Republican Gov. Kristi Noem. The bill, which is a combined effort by Republican Attorney General Marty Jackley and lawmakers, also includes deepfakes, which are images or videos manipulated to look like a real person. In an interview, Jackley said some state and local investigations have required federal prosecution because South Dakota's laws aren't geared toward AI.