Why is Israel still in southern Lebanon? A war to shape Lebanon's future An Israeli drone strike has killed five people, including three children, in the southern Lebanese town of Bint Jbeil, Lebanon's Health Ministry has said, as Israel continues to target its neighbour despite a US-brokered truce that took effect in November. The state-run National News Agency (NNA) reported on Sunday that the strike targeted a motorcycle and a vehicle, and wounded two other people. Why then did Israel attack Syria? The mother of the children was injured in the attack.

Large language models (LLMs) have demonstrated their potential to refine their generation based on their own feedback. However, the feedback from LLM itself is often inaccurate, thereby limiting its benefits. In this paper, we propose Study Assistant for Large LAnguage Model (SALAM), a novel framework with an auxiliary agent to assist the main LLM in learning from mistakes through interactive cooperation. In the gathering phase, the student assistant agent probes the main LLM, analyzes its errors, and collects the interaction in a mistake memory. During the examination phase, the study assistant provides guidelines by retrieving relevant cases to help the main LLM anticipate and avoid similar errors. We first investigate the effectiveness of a general study assistant and then customize it to provide LLM-specific guidance through imitation learning from successful guidance experiences. Our experiments on three LLMs using two challenging frameworks demonstrate that SALAM can significantly boost LLMs by an accuracy margin of up to 6.6 on BBH and 12.6 on BBQ.

ISLAMABAD (AP) -- Two Pakistani officials say a suspected U.S. drone strike has targeted a compound in a northwestern tribal region along the Afghan border, killing three suspected militants. The officials said two suspects were also wounded in Friday's strike on a border village in the Kurram tribal region. If confirmed, it would be the first U.S. drone strike on Pakistan since President Donald Trump announced his new strategy for Afghanistan. The officials spoke on condition of anonymity as they were not authorized to brief media. The officials said apparently Afghan Taliban, including member Abdul Salam, were targeted but it was unclear whether they were present at the time. Salam is a relative of Taliban leader Mullah Abdul Salam Zaeef, who served as ambassador to Pakistan during the Taliban's rule.