Conservative creators are increasingly focusing on foreign policy. Wearing combat helmets and protective vests, some of the US's most popular right-wing creators toured what they called an aid distribution hub in Gaza late last month--a trip carefully funded by Israel's foreign ministry. By way of the nonprofit Israel365, the Israeli government funneled at least $70,000 to 15 MAGA creators to bring them to Gaza's humanitarian sites, the Western Wall, and the Golan Heights, among other areas. "It sits here to spoil and be stolen," Xaviaer DuRousseau captioned a photo of himself standing in front of what he claimed was food aid on X last month . "How is that Israel's fault?"

A senior United States envoy has praised the Lebanese government's response to a US proposal aimed at disarming Hezbollah amid Israel's continued military presence in the country. Thomas Barrack, an adviser to US President Donald Trump who serves as Washington's ambassador to Turkiye and special envoy for Syria, returned to Beirut on Monday after delivering the US proposal during a June 19 visit. The plan called for the Shia Lebanese group Hezbollah to fully disarm within four months in exchange for a halt to Israeli air strikes and the full withdrawal of Israel's military from the five positions it continues to occupy in southern Lebanon. "What the government gave us was something spectacular in a very short period of time," Barrack told reporters on Monday after meeting Lebanese President Joseph Aoun. "I'm unbelievably satisfied with the response." While Barrack confirmed that he had received a seven-page reply from the Lebanese side, he offered no details on its contents.

Israel has carried out four drone attacks on towns in southern Lebanon, resulting in a death and several injured, in the latest wave of near-daily Israeli violations of the November ceasefire between Israel and the Lebanese group Hezbollah. An "Israeli enemy drone attack on a vehicle" in the Saf al-Hawa area in the city of Bint Jbeil "killed one person and wounded two others", Lebanon's Ministry of Public Health said in a statement on Saturday carried by the official National News Agency (NNA), noting the toll was expected to rise. A second attack in the Bint Jbeil area followed. Earlier Saturday, the ministry also reported that a separate Israeli drone attack wounded one person in Shebaa, with the NNA saying that raid hit a house. Shebaa is located across two steep, rocky mountainsides that straddle Lebanon's borders with Syria and the Israeli-occupied Golan Heights.

In this research, we advanced a spoken language recognition system, moving beyond traditional feature vector-based models. Our improvements focused on effectively capturing language characteristics over extended periods using a specialized pooling layer. We utilized a broad dataset range from Common-Voice, targeting ten languages across Indo-European, Semitic, and East Asian families. The major innovation involved optimizing the architecture of Time Delay Neural Networks. We introduced additional layers and restructured these networks into a funnel shape, enhancing their ability to process complex linguistic patterns. A rigorous grid search determined the optimal settings for these networks, significantly boosting their efficiency in language pattern recognition from audio samples. The model underwent extensive training, including a phase with augmented data, to refine its capabilities. The culmination of these efforts is a highly accurate system, achieving a 97\% accuracy rate in language recognition. This advancement represents a notable contribution to artificial intelligence, specifically in improving the accuracy and efficiency of language processing systems, a critical aspect in the engineering of advanced speech recognition technologies.

Here in northern Israel we hear booms at regular intervals as Iron Dome intercept rockets that Hezbollah fires from southern Lebanon. Israel says it hits more than 90% of its targets. But Iron Dome works because Hezbollah's rockets are crude – and it's possible to calculate where it's rockets will go at take-off and then intercept them. Stopping drones is more complicated. And has in this war become a recurring problem.

At least 67 people have been wounded in a drone attack in northern Israel, according to Israeli emergency services and local media, as the Lebanese armed group Hezbollah said it had targeted an Israeli military camp with a "swarm" of drones. Israeli Army Radio reported that at least four people were critically wounded in the attack on Sunday in the town of Binyamina, south of Haifa. According to Israel's Channel 12, no warning sirens were heard before the attack. Hezbollah claimed responsibility for the strike. In a statement, the Iran-aligned group said it launched a "swarm of drones" at a Golani Brigade camp.

Reward models (RMs) guide the alignment of large language models (LLMs), steering them toward behaviors preferred by humans. Evaluating RMs is the key to better aligning LLMs. However, the current evaluation of RMs may not directly correspond to their alignment performance due to the limited distribution of evaluation data and evaluation methods that are not closely related to alignment objectives. To address these limitations, we propose RMB, a comprehensive RM benchmark that covers over 49 real-world scenarios and includes both pairwise and Best-of-N (BoN) evaluations to better reflect the effectiveness of RMs in guiding alignment optimization. We demonstrate a positive correlation between our benchmark and the downstream alignment task performance. Based on our benchmark, we conduct extensive analysis on the state-of-the-art RMs, revealing their generalization defects that were not discovered by previous benchmarks, and highlighting the potential of generative RMs. Furthermore, we delve into open questions in reward models, specifically examining the effectiveness of majority voting for the evaluation of reward models and analyzing the impact factors of generative RMs, including the influence of evaluation criteria and instructing methods. Our evaluation code and datasets are available at https://github.com/Zhou-Zoey/RMB-Reward-Model-Benchmark.

Large language models excel at creative generation but continue to struggle with the issues of hallucination and bias. While retrieval-augmented generation (RAG) provides a framework for grounding LLMs' responses in accurate and up-to-date information, it still raises the question of bias: which sources should be selected for inclusion in the context? And how should their importance be weighted? In this paper, we study the challenge of cross-lingual RAG and present a dataset to investigate the robustness of existing systems at answering queries about geopolitical disputes, which exist at the intersection of linguistic, cultural, and political boundaries. Our dataset is sourced from Wikipedia pages containing information relevant to the given queries and we investigate the impact of including additional context, as well as the composition of this context in terms of language and source, on an LLM's response. Our results show that existing RAG systems continue to be challenged by cross-lingual use cases and suffer from a lack of consistency when they are provided with competing information in multiple languages. We present case studies to illustrate these issues and outline steps for future research to address these challenges. We make our dataset and code publicly available at https://github.com/manestay/bordIRlines.

New York City Mayor Eric Adams--who truly believes that God put him in that job--was indicted this week on five federal charges related to bribery, wire fraud, and accepting straw donations from foreign officials. The acts detailed in the nearly 60-page indictment from the Southern District of New York span a full decade of Adams' political career, dating back to his tenure as Brooklyn borough president and extending up through his current mayoral reelection campaign. Despite being the only mayor in NYC history to be charged during his tenure, Adams is still doing what he does best: refusing to budge an inch and clumsily making his case before a city that's long tired of his shenanigans. "From here, my attorneys will take care of the case so I can take care of the city," he declared during a rainy Thursday morning press conference, sheltering under a pavilion with members of the city's Black clergy. "My day-to-day will not change. I will continue to do the job for 8.3 million New ...

A suspected Israeli drone attack on a car in southern Lebanon has killed a commander from a coalition of Palestinian armed groups as tensions remain high along the Israel-Lebanon border. The attack targeted a car in the city of Sidon on Wednesday morning, killing Khalil al-Maqdah, a senior officer of Al-Aqsa Martyrs Brigades. A Hamas commander was also killed in the same region earlier this month. Meanwhile, the Israeli army launched a series of overnight air raids targeting what it said were ammunition depots belonging to Lebanon's Hezbollah group in the country's Bekaa region, killing one person and wounding at least 20 others. Hezbollah said it launched dozens of rockets towards northern Israel and the occupied Golan Heights.