What is Lebanon's Beaufort Castle? Why is Israel attacking Nabatieh? Two people have been injured in an Israeli drone strike on a pick-up truck in southern Lebanon, according to state-run media, the latest attack despite a United States-brokered framework agreement intended to pave the way for a phased Israeli withdrawal. The drone struck the vehicle as it was unloading garbage on the outskirts of the towns of Choukine and Kfar Dajjal in the Nabatieh district early on Friday, Lebanon's National News Agency (NNA) said. Later, NNA reported drones also targeted the towns of Kfar Reman and Nabatieh al-Fawqa.

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Two narratives about machine learning ecosystems grew out of the recent algorithmic fairness discourse. In one, dubbed monoculture, algorithmic ecosystems tend toward homogeneity akin to a single model making all decisions. Individuals then face the risk of systematic exclusion with no recourse. In the other, model multiplicity, many models solve the same task with similar accuracy, causing excessive variation in individual outcomes. Both narratives are compelling, yet, seemingly at odds: model multiplicity can't materialize in a strict monoculture.

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Programming assistants powered by large language models have improved dramatically, yet existing benchmarks still evaluate them in narrow code-generation settings. Recent efforts such as InfiBench and StackEval rely on Stack Overflow questions and remain limited to single-turn interactions, manually curated data, and isolated snippets rather than full project environments. We introduce CodeAssistBench (CAB), the first benchmark for evaluating multi-turn, project-grounded programming assistance at scale. CAB automatically constructs datasets from GitHub issues tagged as questions, using an LLM-driven pipeline that filters noise, extracts runnable contexts, builds executable containers, and verifies environment correctness. This enables continuous, automated expansion across diverse repositories without manual intervention. Using CAB, we create a testbed of 3,286 real-world issues across 214 repositories, spanning seven languages. Evaluating state-of-theart models reveals a substantial gap: while models achieve 70-83% accuracy on Stack Overflow-style questions, they solve only 7.22-16.49% of CAB issues from post-training-cutoff repositories. These results highlight a fundamental challenge: current LLMs struggle to provide assistance in realistic, project-specific contexts despite strong performance on traditional Q&A benchmarks. CAB provides a scalable, reproducible framework for advancing research in multi-turn, codebasegrounded programming agents.

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What is Lebanon's Beaufort Castle? Why is Israel attacking Nabatieh? Israeli air attacks on southern Lebanon have killed at least three people, Lebanese state media has reported, a day after the United States and Iran signed an interim agreement that called for an end to their war on all fronts, including Lebanon. Lebanon's National News Agency (NNA) reported on Thursday that an Israeli drone attack hit a car near the town of Kfar Tebnit, killing two people. NNA also reported that a strike carried out by an Israeli drone in the town of Beit Yahoun in the Nabatieh governorate wounded two people.

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What is Lebanon's Beaufort Castle? Why is Israel attacking Nabatieh? Israeli air strikes have continued to target towns in southern Lebanon despite an agreement between the United States and Iran set to be formally signed on Friday to end the war on all fronts. Israeli drones carried out three attacks in Tyre that resulted in injuries while a drone also targeted the Bint Jbeil district in Nabatieh, Lebanon's state-run National News Agency said on Wednesday. Earlier on Wednesday, Al Jazeera correspondents on the ground reported that Israeli forces carried out an air strike on the outskirts of Kfar Tebnit, also in the Nabatieh district.