Accumulation Part One

Eyes on...
state-of-the-art 艺术级别的
aesthetics美学
But I don’t think this gains you anything
in every respect 各方面,全部
Mutexes == mutual exclusive
Counting Semaphores ... Event Semaphores,
dismissed Google's allegation(辩解) 驳回指控
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the Internet security watchdog received 21,618 complaints from foreign companies
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seek -> sought [分词]
malicious content 恶意内容
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Their functions vary from place to place
7 pilgrims killed in stampede in eastern India01
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China's space pioneers hit new high
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awards committee 评选委员会
space industry / on the frontlines of space technology.
I don't think he would have realized how much he would contribute to the country's space industry
scientists now rely mostly on
lunar exploration
I raised many requirements in
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rover 漫游者 / honorees 获奖者 recipients
trailblazer 先驱,开拓者 Pioneer
in virtually every leap几乎每一次飞跃
contemporary science and technologies
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Featured Content 精选内容
Get Involved 齐来参与
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Would Style should not be ... 不应该
Dense multicast 密集组播
Multicast addressing 多播寻址
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backslash 反斜线
forwardslash 斜杠
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but I was wondering is it possible to ... ?
more explicit on 更为明确
be putting the blame on
It used to be that ...
But that's not the case anymore!
how should they be handled
So just a brief
for your very detailed post 回复?
Ill try to check whenever I remember it
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Bottom line is parameters are now very much concerned
with how things look on the FIX wire
New docs are on the agenda however for right now all we have
are the prior version docs plus the in-line documentation
filling out 100% of the order and hitting the "send order" button

Has nothing to do with field by field validation

Totally understand the documentation is not in great shape [不太理想]
and is unfortunately “harsh” on the
uninitiated [外行的,缺少经验的 on the uninitiated]
In great shape: 身体良好
uninformed [信息不足的;情况不明的,无知的]
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look forward to your detailed reply on Mon
file shunt 文件分流
play the tracks 播放曲目
Get Instant Access 立即访问/使用
flat fee 定额费
Microsoft requires that you verify ownership of your e-mail address prior to sending you information.
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extensibility model 扩展模型
Get instant result 立竿见影
Skilled Visa Assessment 技术签证评估
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in accordance with the latest criteria specified by ...
Wall Street embraced these algorithmic tools
easy to gauge. 便于衡量
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Time Algorithms use time as the primary objective in
issuing trade instructions 来发送交易指令

A “time slice” model, for instance, only releases a certain
amount of the order for execution during each time period.
Other algorithms execute trading decisions based upon
the receipt of time-sensitive information,
such as time until market venue close or time since last trade
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This draft is available for Public Review
prevalent throughout 普遍
US tries to tamp down(打压,敲定) tension
android 仿真人,再生人
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is not likely to bow to
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What China should consider is
will be detrimental to 不利于
does not want to be seen as
Our initial hypothesis was that doing....
Don't try to brainwash me.(别想给我洗脑。)
His idea is childish.(他的想法很幼稚。)
What are you so excited about?(什么事让你如此兴奋?)
You look very serious about something.(你似乎有很严重的事。)
Who am I supposed to see?(我应该去见谁?)
I don't feel up to that.(我觉得不能胜任那工作。)
If I had known that, I could have helped you.
(假如我早知道,我就能帮你了。)[最实用的虚拟语气]
I hope this will teach you a lesson.(希望这会给你一个教训。)
His argument doesn't hold water.(他的论点站不住脚。)
I can't handle this alone.(我无法单独处理这事。)
I hope it turns out all right.(我希望结果很好。)
Don't jump to conclusions.(别仓促/过早下结论。)
Don't just shake you head.(别光摇头,想想办法!)
What's the rush?(什么事那么匆忙?)
I wish I could.(不行。)[委婉表达法]
It won't take much time.(不会花很长时间的。)
It'll come to me.(我会想起来的。)
What's this regarding?(这是关于哪方面的?)
I'll keep my ears open.(我会留意的。)
I'm working on[着手;从事] it.(我正在努力。)
资源下载链接为: https://pan.quark.cn/s/140386800631 通用大模型文本分类实践的基本原理是,借助大模型自身较强的理解和推理能力,在使用时需在prompt中明确分类任务目标,并详细解释每个类目概念,尤其要突出类目间的差别。 结合in-context learning思想,有效的prompt应包含分类任务介绍及细节、类目概念解释、每个类目对应的例子和待分类文本。但实际应用中,类目和样本较多易导致prompt过长,影响大模型推理效果,因此可先通过向量检索缩小范围,再由大模型做最终决策。 具体方案为:离线时提前配置好每个类目的概念及对应样本;在线时先对给定query进行向量召回,再将召回结果交给大模型决策。 该方法不更新任何模型参数,直接使用开源模型参数。其架构参考GPT-RE并结合相关实践改写,加入上下文学习以提高准确度,还使用BGE作为向量模型,K-BERT提取文本关键词,拼接召回的相似例子作为上下文输入大模型。 代码实现上,大模型用Qwen2-7B-Instruct,Embedding采用bge-base-zh-v1.5,向量库选择milvus。分类主函数的作用是在向量库中召回相似案例,拼接prompt后输入大模型。 结果方面,使用ICL时accuracy达0.94,比bert文本分类的0.98低0.04,错误类别6个,处理时添加“家居”类别,影响不大;不使用ICL时accuracy为0.88,错误58项,可能与未修改prompt有关。 优点是无需训练即可有较好结果,例子优质、类目界限清晰时效果更佳,适合围绕通用大模型api打造工具;缺点是上限不高,仅针对一个分类任务部署大模型不划算,推理速度慢,icl的token使用多,用收费api会有额外开销。 后续可优化的点是利用key-bert提取的关键词,因为核心词语有时比语意更重要。 参考资料包括
内容概要:本文详细介绍了哈希表及其相关概念和技术细节,包括哈希表的引入、哈希函数的设计、冲突处理机制、字符串哈希的基础、哈希错误率分析以及哈希的改进与应用。哈希表作为一种高效的数据结构,通过键值对存储数据,能够快速定位和检索。文中讨论了整数键值和字符串键值的哈希方法,特别是字符串哈希中的多项式哈希及其优化方法,如双哈希和子串哈希的快速计算。此外,还探讨了常见的冲突处理方法——拉链法和闭散列法,并提供了C++实现示例。最后,文章列举了哈希在字符串匹配、最长回文子串、最长公共子字符串等问题中的具体应用。 适合人群:计算机科学专业的学生、算法竞赛选手以及有一定编程基础并对数据结构和算法感兴趣的开发者。 使用场景及目标:①理解哈希表的工作原理及其在各种编程任务中的应用;②掌握哈希函数的设计原则,包括如何选择合适的模数和基数;③学会处理哈希冲突的方法,如拉链法和闭散列法;④了解并能运用字符串哈希解决实际问题,如字符串匹配、回文检测等。 阅读建议:由于哈希涉及较多数学知识和编程技巧,建议读者先熟悉基本的数据结构和算法理论,再结合代码实例进行深入理解。同时,在实践中不断尝试不同的哈希策略,对比性能差异,从而更好地掌握哈希技术。
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