A | 8 月 26 日消息，Artificial Analysis 于 8 月 24 日发布博文，宣布携手 Liquid AI，发布面向手机端的 AI 跑分基准，重点关注 AI 模型在苹果 iPhone 17 Pro 上的表现。其中 Artificial Analysis 负责智能水平测试系统，Liquid AI 负责推理性能测试系统，双方选用 5 项基准测试：BFCL（Berkeley 函数调用排行榜）IFBench（指令遵循测试）AA-Omniscience（知识与认知相关测试）GPQA Diamond（高难度问答测试）MATH-500（数学问题测试）。
B | Ever since Democrat Joe Biden became president, the US has been haunted by levels of illegal immigration that are the highest in decades (along with other "records" such as inflation and disapproval ratings). Although POTUS has repeatedly attempted to downplay the issue and promised to deal with its root cause, the person he put in charge, Vice President Kamala Harris, has seemingly failed to deliver on that promise.,However, it might not be the result of the ineptness of the administration or Harris personally (as Democrats' critics often suggest); the White House and the president may not actually want to end the illegal immigration, former US Senate candidate and investigative journalist Mark Dankof believes.,Watch Smugglers Guide Massive Caravans of Migrants Into US Across Rio Grande14 July, 10:23 GMT,He points out that some two million illegal immigrants have entered the US since Biden took office, and the entry rate reached 250,000 illegal migrants a month recently. According to Dankof, it looks like an "uncontrolled foreign invasion of America", and he has several reasons to call it such.,Flipping Red Strongholds Blue,With a system that allows illegal migrants to apply for asylum and eventually for citizenship in place, more incoming illegal migrants means more voters in the future. This is the exact thing that the Democrats hope to achieve, in Mark Dankof's opinion, to permanently alter the demographics of the US in favor of people voting blue.,By coincidence, the states that immigrants often enter from the southern border are among the key GOP strongholds that help elect Republican presidents and flip the Congress red – something that the Democrats hope to change, the investigative journalist says.,"Turning Texas into a Democratic Party stronghold with its 38 Electoral votes, and flipping Florida permanently with its 29 Electoral votes, would go a long way in achieving this objective […] Add Illinois with 20 Electoral votes in the firm clutches of Lori Lightfoot’s Cook County machine in Chicago, and the 29 Electoral votes of New York, and one sees the cynical political machinations behind all of this," he points out.,Dankof notes that Biden's "reckless border policies" fit not only his agenda, but also that of his supposed allies. Among them the journalist names African American voters, billionaire George Soros, the "World Economic Forum cabal," and the LGBTQ movement. Mentioning the latter, Dankof recalls a CBS News report claiming that LGBTQ migrants were exempt from the provisions of the "Remain in Mexico" policy, which mandated asylum applicants to say outside the US while their request is reviewed, which was scrapped by Biden on August 9.,Other Biden policies and actions also correspond to the interests of his allies, the former US Senate candidate claims, pointing at the White House tendency to appoint left-leaning District Attorneys around the country, the support of the Great Reset economic policies of the World Economic Forum, and efforts to "encircle Russia", while silencing dissidents at home.,Country on Verge of Domestic Civil War,Amid the surge in the number of unresolved and pressing issues inside the US, Joe Biden's rating has sunk to new lows as the administration struggles to respond to an ever increasing list of new challenges. However, POTUS' low popularity is just one of many problems for the current administration, Dankof claims.,The surge in dollars' supply that triggered "ominous inflationary trends," the national debt breaching level of $32 trillion, racially motivated violent crimes across the country and population's fatigue with endless wars, including the one that the US fuels in Ukraine, has turned America into a "smoldering powder keg" as its population nearly ready to revolt, the investigative journalist says. He believes that the continuing surge in illegals might end up being the spark that blows it up.,"Massive illegal immigration deliberately facilitated by Biden, the Democratic Party, and George Soros among others, could be the final breaking point in what I believe to be a pre-revolutionary situation," Dankof says.,The polls show that between 33% and 50% of Americans fear that a domestic civil war might break out in the near future and that is something that the Biden administration knows about, Dankof says. The investigative journalist also claims that the White House is trying to avoid such a scenario, namely by banning the import of the Russian ammunition that armed civilians could use in a revolt, while at the same time buying out US-made ammo via the Internal Revenue Service (IRS) and the Department of Homeland Security (DHS).,This way the administration can create a shortage of ammunition available to the US citizens who are unhappy with what is happening in the country, Dankof believes.,"[The US] elite is aware that the level of anger among the general population of the United States is rising precipitously. Massive illegal immigration and the fallout from the ill-advised economic war of attrition with Russia may be the spark that causes the explosion from coast to coast," the former US Senate candidate says.。测试模型对象为 4 bit 量化后体积不超过 8GB 的模型，示例包括 Gemma 4 E2B 和 LFM2-2.6B-Exp。当上下文长度限制为 16K tokens 后，平均基准测试得分最高的是 Nanbeige4.2-3B 和 LFM2.5-2.6B。
C | 当响应时间限制为最长 1 分钟时，LFM2.5-8B-A1B 排名第 1，随后是 LFM2-2.6B-Exp、Gemma 4 E4B（Non-reasoning）和 Granite 4.1 8B。
D | Nanbeige4.2-3B 是 BOSS 直聘旗下的南北阁实验室推出，仅含 30 亿非嵌入参数（总参数约 40 亿），采用 Looped Transformer 架构，通过在不增加参数量的前提下复用 Transformer 层（循环两遍），提高模型的有效计算深度和容量。
E | 横轴表示“输出 256 个 token 所需的时间（秒）”，纵轴表示“上下文长度限制为 16K 个 token 时的平均基准测试得分”。“Nanbeige4.2-3B”的基准测试得分与“LFM2.5-2.6B”相当。在上下文长度限制为 16K 个 Token 时，平均基准测试得分中得分最高的是 Nanbeige4.2-3B 和 LFM2.5-2.6B。当响应时间限制为最长 1 分钟时，LFM2.5-8B-A1B 排名第 1，随后是 LFM2-2.6B-Exp、Gemma 4 E4B（Non-reasoning）和 Granite 4.1 8B。附上相关截图如下：。
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