Data Transparency
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X @BSCN
BSCN· 2025-10-06 20:50
Integration Overview - BNB Chain integrates Chainlink data standard to bring U S economic data onchain [1] - This introduces official economic information into the blockchain space, enhancing data transparency and application in DeFi and prediction markets [2] Data and Indicators - Data from the Bureau of Economic Analysis includes key macroeconomic indicators like GDP, PCE Price Index, and Real Final Sales to Private Domestic Purchasers [2] - These indicators are transmitted through Chainlink Price Feeds to BNB Chain, ensuring accurate and verifiable government data for blockchain systems [3] Application and Impact - Integration enables developers to build new blockchain applications relying on verified economic data, such as digital assets linked to macroeconomic performance [3][4] - DeFi protocols can improve risk management by referencing actual economic conditions [4] - Inclusion of real-world data onchain aligns blockchain operations with measurable economic indicators [5] - Chainlink's data standard provides a unified structure for transmitting external information, enabling consistent, tamper-resistant access to public data sources [5]
X @BSCN
BSCN· 2025-10-06 16:49
Blockchain & DeFi Integration - BNB Chain integrates Chainlink data standard to bring U.S Department of Commerce data on-chain [1] - This integration introduces official economic information into the blockchain space, marking a new phase for data transparency [1] - The development has practical application in decentralized finance (DeFi) and prediction markets [1] Industry Impact - The integration marks a new phase for data transparency and practical application in decentralized finance (DeFi) and prediction markets [1] - BNB Chain, one of the largest blockchain ecosystems with a broad global user and developer base, has adopted the Chainlink data standard [1]
X @Chainlink
Chainlink· 2025-10-06 14:22
RT BSCN (@BSCNews)BNB CHAIN INTEGRATES CHAINLINK DATA STANDARD TO BRING U.S. ECONOMIC DATA ONCHAIN- @BNBChain, one of the largest blockchain ecosystems with a broad global user and developer base, has adopted the @Chainlink data standard to make the U.S. Department of Commerce data available onchain.- This development introduces official economic information into the blockchain space, marking a new phase for data transparency and practical application in decentralized finance (DeFi) and prediction markets.K ...
Hugging Face 发布 FinePDFs:基于 PDF 文档构建的 3 万亿 Token 数据集
AI前线· 2025-09-17 06:17
Core Insights - Hugging Face has launched FinePDFs, the world's largest pure PDF public corpus, encompassing 4.75 billion documents in 1,733 languages, totaling approximately 30 trillion tokens [2] - FinePDFs offers unique advantages over traditional HTML-based datasets, particularly in high-quality, domain-specific content extraction from legal, academic, and technical writing [2] - The dataset employs advanced techniques for text extraction, including Docling for text extraction and RolmOCR for GPU-driven OCR, ensuring high-quality data processing [2] Summary by Sections Dataset Composition - The dataset includes over 1.1 trillion tokens in English, with Spanish, German, French, Russian, and Japanese each contributing over 100 billion tokens [3] - It also represents smaller languages, with 978 languages contributing over 1 million tokens [3] Performance Evaluation - Hugging Face trained a 1.67 billion parameter model on a subset of FinePDFs, achieving performance comparable to the state-of-the-art HTML dataset SmolLM-3 Web [3] - Combining both datasets significantly improved performance, highlighting the complementary knowledge that PDFs can provide [3] Community Response and Transparency - The evaluation results have sparked questions within the community regarding the assessment methodology and scoring [4] - Hugging Face emphasizes the dataset's potential for advancing long-context training due to the typically longer nature of PDF documents compared to web pages [4] - The dataset is available under an open data sharing license for research and development, hosted on Hugging Face Hub [4]
X @ZKsync (∎, ∆)
ZKsync (∎, ∆)· 2025-09-05 15:11
Regulatory Focus - SEC signals a policy shift towards stronger financial privacy, data transparency, and customer identification [1] - SEC releases Unified Agenda of Regulatory and Deregulatory Actions, indicating a new approach [1] Technological Advancement - ZKsync is actively modernizing financial privacy, data transparency, and customer identification using ZK cryptography [1]
X @Token Terminal 📊
Token Terminal 📊· 2025-07-10 18:14
Data Transparency & Metrics - Token Terminal's fee & revenue data is now available on CoinGecko [1] - The collaboration aims to establish a new standard for data transparency in the crypto industry [1] Collaboration - CoinGecko's market data is combined with Token Terminal's onchain metrics [1]
X @Token Terminal 📊
Token Terminal 📊· 2025-07-10 12:28
Data Transparency - Token Terminal's fee & revenue data is now available on CoinGecko [1] - The collaboration aims to set a new standard for data transparency in the crypto industry [1] Onchain Metrics - The partnership combines CoinGecko's market data with Token Terminal's fundamental onchain metrics [1]