A robust boycott campaign targeting Western companies that support Israel is gaining momentum in the Arab world. Sparked by social media, the …
The air in Silicon Valley was charged as OpenAI’s Dev Day announcements—boasting custom GPTs, GPT-4 Turbo, and an Assistants API—sent ripples of …
Understanding How LeMa Works: The journey to enhanced mathematical reasoning within artificial intelligence starts with foundational models like LLaMA-2, which are designed to simulate flawed reasoning paths in math word problems. Following this, a more advanced model such as GPT-4 steps in to critique these paths, identifying and explaining errors before suggesting corrections. These iterative refinements are then fed back into the initial models, enriching their learning and reasoning capabilities.
Measurable Improvements in Reasoning: Implementing LeMa has yielded quantifiable benefits. By incorporating LeMa, five different large language models (LLMs) demonstrated enhanced performance on a variety of mathematical reasoning tasks. This method proved superior to merely fine-tuning on conventional chain of thought (CoT) data, showcasing the robustness of LeMa's approach.
LeMa's Impressive Results on Datasets: Specialized LLMs, including WizardMath and MetaMath, have reaped the advantages of the LeMa system. These models have achieved unparalleled accuracy on complex datasets, such as 85.4% pass@1 accuracy on GSM8K and 27.1% on MATH, outperforming previous best-performing non-execution open-source models.
Developments are accelerating in the Gazan field, and with them, the intensity of confrontations in South Lebanon is increasing between Hezbollah and the Palestinian factions on one hand, and the Israeli army on the other, despite being still constrained to the rules of engagement that expanded on the eve of the appearance of the party's Secretary-General, Hassan Nasrallah, from five kilometers to more than ten kilometers on both sides of the border.
The Lebanese developments concern the interior, Israel, and the outside, especially with the approach of the retirement date of Army Commander General Joseph Aoun on January 10, amid the presidential vacuum and internal clash regarding the necessity of extension for him or appointing a new Chief of Staff to replace him in the leadership position, or handing over the highest rank officer as demanded by the Free Patriotic Movement for many known reasons, mostly dating back to the days of the October 17 revolution, and charging the army leader with the responsibility of keeping the roads closed and accusing him of a coup against President Michel Aoun.
The Strong Republic bloc, sensing the dangerous phase and the army remaining without a leader, proposed a repeated urgent law project to extend the rank of General for one year, which allows the extension for General Aoun in his position. However, the forces' step did not go down well with the heart of the Speaker of Parliament Nabih Berri, who probably saw it as an opportunity to return the favor to the forces, who have been boycotting the legislation for over a year. Sources close to Berri told "Lebanon Files" website that the Speaker, as he said, does not legislate "a la carte" or on-demand or delivery, indicating that Speaker Berri will soon call for a legislative session with many law projects on its agenda to be discussed and approved, then we will wait and see. The sources reveal to our site that "there is something being cooked between Presidents Nabih Berri and Najib Mikati to prevent a vacuum in the army leadership, but not in the way of Strong Lebanon or the Strong Republic, as neither of them will achieve their goal, and while refusing to assert the extension for Aoun, they suffice by saying maybe".
Khazen History


Historical Feature:
Churches and Monasteries of the Khazen family

St. Anthony of Padua Church in Ballouneh
Mar Abda Church in Bakaatit Kanaan
Saint Michael Church in Bkaatouta
Saint Therese Church in Qolayaat
Saint Simeon Stylites (مار سمعان العامودي) Church In Ajaltoun
Virgin Mary Church (سيدة المعونات) in Sheilé
Assumption of Mary Church in Ballouneh
1 - The sword of the Maronite Prince
2 - LES KHAZEN CONSULS DE FRANCE
3 - LES MARONITES & LES KHAZEN
4 - LES MAAN & LES KHAZEN
5 - ORIGINE DE LA FAMILLE
Population Movements to Keserwan - The Khazens and The Maans
ما جاء عن الثورة في المقاطعة الكسروانية
ثورة أهالي كسروان على المشايخ الخوازنة وأسبابها
Origins of the "Prince of Maronite" Title
Growing diversity: the Khazin sheiks and the clergy in the first decades of the 18th century
Historical Members:
Barbar Beik El Khazen [English]
Patriach Toubia Kaiss El Khazen(Biography & Life Part1 Part2) (Arabic)
Patriach Youssef Dargham El Khazen (Cont'd)
Cheikh Bishara Jafal El Khazen
Patriarch Youssef Raji El Khazen
The Martyrs Cheikh Philippe & Cheikh Farid El Khazen
Cheikh Nawfal El Khazen (Consul De France)
Cheikh Hossun El Khazen (Consul De France)
Cheikh Abou-Nawfal El Khazen (Consul De France)
Cheikh Francis Abee Nader & his son Yousef
Cheikh Abou-Kanso El Khazen (Consul De France)
Cheikh Abou Nader El Khazen
Cheikh Chafic El Khazen
Cheikh Keserwan El Khazen
Cheikh Serhal El Khazen [English]
Cheikh Rafiq El Khazen [English]
Cheikh Hanna El Khazen
Cheikha Arzi El Khazen
Marie El Khazen