Evaluation of OpenAI o1: Opportunities and Challenges of AGI

CraftStory, a new AI startup founded by the creators of OpenCV, has launched a video generation system capable of producing realistic human-centric videos up to five minutes long. This technology significantly outpaces competitors like OpenAI's Sora and Google's Veo, which have shorter duration limits. The startup has secured $2 million in funding to support its innovative approach to the AI video industry.

Larry Summers has resigned from the board of OpenAI, as reported by The New York Times. His resignation follows scrutiny over his past communications with convicted sex offender Jeffrey Epstein. This decision marks a significant step in Summers' withdrawal from public roles amid growing criticism.

Larry Summers will resign from the board of OpenAI following the release of his correspondence with Jeffrey Epstein, a convicted sex offender. This decision marks a significant step in Summers' withdrawal from public roles amid growing scrutiny over his past associations.

Larry Summers has resigned from the OpenAI board following the release of emails linking him to Jeffrey Epstein, as confirmed by both Summers and OpenAI. The resignation comes after a US House Committee disclosed these emails, prompting significant public scrutiny.

TikTok is set to empower users by allowing them to reduce the amount of artificial intelligence-generated content in their feeds. The platform, which currently hosts over 1 billion AI videos, is testing this feature over the coming weeks before a global rollout. This initiative comes in response to the increasing prevalence of AI-generated content, driven by new tools like OpenAI's Sora and Google's Veo 3.

AfriSpeech-MultiBench is introduced as the first domain-specific evaluation suite designed for over 100 African English accents across more than 10 countries. This benchmark suite spans seven application domains, including Finance, Legal, Medical, General dialogue, Call Center, Named Entities, and Hallucination Robustness. It aims to address the lack of publicly available application-specific model evaluations that consider Africa's linguistic diversity. The suite benchmarks various ASR and LLM-based speech recognition systems using both spontaneous and non-spontaneous speech from open African…

The article presents Synthetic Survival Control (SSC), a novel method for estimating causal effects on time-to-event outcomes from observational data. SSC addresses challenges such as censoring and non-random treatment assignment, which complicate 'when-if' questions regarding event timing under specific interventions. By utilizing a panel data framework, SSC estimates counterfactual hazard trajectories for units experiencing different treatments over time, offering a weighted combination of observed trajectories from other units.

Foundation models (FMs) are revolutionizing medical image analysis by leveraging large datasets of unlabeled data. Unlike traditional methods that depend on manually annotated examples, FMs are pre-trained to extract general visual features, which can be fine-tuned for specific clinical tasks with minimal supervision. This review explores the development and application of FMs in pathology, radiology, and ophthalmology, synthesizing insights from over 150 studies. It highlights the components of FM pipelines and discusses challenges and future research directions.