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CSLLM: Code-Specific Large Language Models — A Survey

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  1. Meaning of Code-Specific Large Language Models (CSLLMs) Code-Specific Large Language Models (CSLLMs) are specialized artificial intelligence models designed to understand, generate, analyze, and optimize computer programming code . Unlike general-purpose Large Language Models (LLMs) that process natural language, CSLLMs are trained extensively on source code datasets , programming documentation, repositories, and developer discussions. These models learn patterns, syntax rules, and programming logic from millions of lines of code across multiple programming languages such as Python, Java, C++, JavaScript, and others . CSLLMs are capable of performing tasks such as: Automatic code generation Code completion Bug detection Code translation between programming languages Documentation generation Code optimization Software testing assistance Modern software development increasingly integrates CSLLMs into development environments to improve developer prod...

Global Airline Productivity Analysis for the Year 2022

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  1. Meaning of Global Airline Productivity Global airline productivity refers to the efficiency with which airlines use their resources—such as aircraft, fuel, labor, and capital—to produce transportation services like passenger and cargo flights . Productivity analysis evaluates how effectively airlines convert inputs into outputs, often measured using indicators like labor productivity, fuel productivity, revenue per available seat kilometer (RASK), and total factor productivity (TFP) . In 2022, airline productivity analysis became particularly important because the aviation industry was recovering from the severe disruptions caused by the COVID-19 pandemic . Airlines had to adjust operations, manage fluctuating demand, and improve efficiency to remain financially viable. Researchers conducted global benchmarking by collecting operational and financial data from 76 of the world’s largest airlines , including both full-service carriers (FSCs) and low-cost carriers (LCCs) , in...

“Working the government” Poverty alleviation resettlement in two Yi villages, Sichuan, China

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  Working the Government: Poverty Alleviation Resettlement in Two Yi Villages, Sichuan, China 1. Meaning of the Study “Working the Government” refers to the strategies used by local communities to adapt to, manipulate, or creatively use government policies for their own benefit . In this context, it examines how villagers in two Yi ethnic minority villages in Sichuan province responded to China’s Poverty Alleviation Resettlement (PAR) program . China introduced PAR as part of a national campaign to eliminate extreme poverty by relocating people living in remote or environmentally fragile areas to new settlements with better infrastructure and economic opportunities. These programs reorganize villagers’ lives, housing patterns, and economic activities under government planning. The concept of “working the government” highlights that villagers were not passive recipients of policy. Instead, they actively negotiated, resisted, or creatively used resettlement policies to achieve th...

📊 News Sentiment and DeFi Coin Returns: An Empirical Analysis

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The rapid growth of Decentralized Finance (DeFi) has transformed the global financial landscape by enabling financial services without traditional intermediaries. However, DeFi markets are highly volatile and strongly influenced by public perception. One crucial factor shaping market movements is news sentiment —the tone and emotional polarity conveyed in news articles, social media posts, and financial reports. This study explores how positive, negative, and neutral news sentiment affects DeFi coin returns , offering insights into investor behavior and market efficiency. 🚀 📰 1. Understanding News Sentiment in Financial Markets News sentiment refers to the emotional tone embedded within financial news and media content. Using Natural Language Processing (NLP) and sentiment analysis techniques , researchers classify news as positive, negative, or neutral. Subtopics: Sentiment Analysis Techniques: Machine learning and NLP models used to interpret news tone. 🤖 Data Sources: ...

Microsurgical Treatment of Intracranial Dural Arteriovenous Fistula and Prognosis Analysis

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  Microsurgical Treatment of Intracranial Dural Arteriovenous Fistula and Prognosis Analysis 1. Meaning of Intracranial Dural Arteriovenous Fistula (DAVF) An intracranial dural arteriovenous fistula (DAVF) is an abnormal vascular condition in which arteries directly connect to veins within the dura mater (the outer protective membrane of the brain). Normally, blood flows from arteries to capillaries and then to veins. However, in DAVF, this normal pathway is disrupted, causing blood to flow directly from arteries into veins under high pressure. This abnormal circulation can lead to serious neurological problems such as brain hemorrhage, seizures, headaches, and neurological deficits. DAVFs are often acquired conditions and may result from venous sinus thrombosis, trauma, surgery, or infections. Because of the potential for life-threatening complications, early diagnosis and appropriate treatment are crucial. 2. Introduction to Microsurgical Treatment Microsurgical treatment i...