# Trading News Sentiment ⎊ Area ⎊ Resource 1 --- ## What is the Analysis of Trading News Sentiment? Trading news sentiment, within cryptocurrency, options, and derivatives, represents the extraction of subjective information from news articles and its quantification for predictive modeling. This process moves beyond simple keyword spotting, incorporating natural language processing to assess the emotional tone—bullish or bearish—associated with specific assets or market events. Accurate sentiment analysis requires accounting for the unique lexicon and context of financial reporting, distinguishing genuine signals from noise inherent in media coverage, and is often integrated into algorithmic trading strategies. The resulting sentiment scores serve as inputs for quantitative models aiming to forecast price movements and manage portfolio risk. ## What is the Adjustment of Trading News Sentiment? The application of trading news sentiment frequently necessitates dynamic adjustment of portfolio allocations based on real-time data streams and evolving market perceptions. Derivatives positions, particularly options, are highly sensitive to shifts in sentiment, requiring traders to recalibrate delta, gamma, and vega exposures to maintain desired risk profiles. Sentiment-driven adjustments can involve hedging strategies, such as purchasing protective puts during periods of negative news flow, or increasing long positions in response to positive coverage. Effective adjustment protocols incorporate volatility modeling and consider the potential for sentiment to overshoot or undershoot fundamental value. ## What is the Algorithm of Trading News Sentiment? Algorithmic implementations of trading news sentiment rely on machine learning techniques, including supervised learning models trained on historical data correlating news sentiment with asset price changes. These algorithms typically employ feature engineering to identify relevant news sources, filter out irrelevant content, and quantify sentiment polarity and intensity. Backtesting and continuous monitoring are crucial for optimizing algorithmic performance and adapting to changing market dynamics, and often incorporate reinforcement learning to refine trading rules. The sophistication of these algorithms directly impacts the profitability and risk management capabilities of sentiment-based trading systems. --- ## [High Frequency Trading](https://term.greeks.live/definition/high-frequency-trading/) Automated trading using low-latency systems to execute high volumes at extreme speeds. ⎊ Definition ## [Derivatives Trading](https://term.greeks.live/term/derivatives-trading/) Meaning ⎊ Derivatives trading enables the efficient transfer of financial risk and speculation, providing mechanisms for hedging against market volatility in the complex crypto ecosystem. ⎊ Definition ## [Options Trading](https://term.greeks.live/definition/options-trading/) Financial contracts providing the right to buy or sell assets at a set price by a specific date to hedge or speculate. ⎊ Definition ## [Algorithmic Trading](https://term.greeks.live/definition/algorithmic-trading/) Use of automated software to execute trades based on pre-defined strategies and data analysis at high speeds. ⎊ Definition ## [Basis Trading](https://term.greeks.live/definition/basis-trading/) An arbitrage strategy capturing the price spread between a spot asset and its related derivative contract. ⎊ Definition ## [Options Trading Strategies](https://term.greeks.live/term/options-trading-strategies/) Meaning ⎊ Options trading strategies in crypto provide essential tools for managing volatility and generating yield by leveraging non-linear payoffs and risk transfer mechanisms. ⎊ Definition ## [Market Sentiment Analysis](https://term.greeks.live/definition/market-sentiment-analysis/) Gauging collective investor mood to predict potential market reversals. ⎊ Definition ## [Algorithmic Trading Strategies](https://term.greeks.live/definition/algorithmic-trading-strategies/) Automated, rule-based trading systems that execute orders based on mathematical models and real-time market data. ⎊ Definition ## [Margin Trading](https://term.greeks.live/definition/margin-trading/) The act of trading with borrowed capital to increase position size, magnifying potential gains and losses. ⎊ Definition ## [Volatility Trading](https://term.greeks.live/definition/volatility-trading/) A strategy focused on profiting from changes in market volatility expectations rather than directional price moves. ⎊ Definition ## [Market Sentiment](https://term.greeks.live/definition/market-sentiment/) The overall collective attitude of investors toward an asset, often driving price trends and market behavior. ⎊ Definition ## [Trading Strategies](https://term.greeks.live/term/trading-strategies/) Meaning ⎊ Crypto options strategies are structured financial approaches that utilize combinations of options contracts to manage risk and monetize specific views on market volatility or price direction. ⎊ Definition ## [Sentiment Analysis](https://term.greeks.live/definition/sentiment-analysis/) The quantitative measurement of market mood through data aggregation to predict potential shifts in investor behavior. ⎊ Definition ## [Market Sentiment Indicators](https://term.greeks.live/definition/market-sentiment-indicators/) Metrics that gauge the collective mood and outlook of market participants to identify potential turning points. ⎊ Definition ## [Crypto Options Trading](https://term.greeks.live/term/crypto-options-trading/) Meaning ⎊ Crypto options trading enables sophisticated risk management and capital efficiency through non-linear payoffs in decentralized financial systems. ⎊ Definition ## [Decentralized Options Trading](https://term.greeks.live/term/decentralized-options-trading/) Meaning ⎊ Decentralized options trading allows for non-custodial derivatives settlement, mitigating counterparty risk through smart contract-based collateral management and transparent pricing mechanisms. ⎊ Definition ## [Zero-Knowledge Proofs Trading](https://term.greeks.live/term/zero-knowledge-proofs-trading/) Meaning ⎊ Zero-Knowledge Proofs Trading enables private, verifiable execution of complex derivatives strategies, mitigating market manipulation and fostering institutional participation. ⎊ Definition ## [Market Sentiment Indicator](https://term.greeks.live/term/market-sentiment-indicator/) Meaning ⎊ Volatility Skew measures the market's collective fear by quantifying the premium paid for downside protection, reflecting risk aversion and potential systemic vulnerabilities. ⎊ Definition ## [High-Frequency Trading Strategies](https://term.greeks.live/definition/high-frequency-trading-strategies/) Algorithmic trading techniques utilizing high-speed execution to exploit minor market inefficiencies and provide liquidity. ⎊ Definition ## [Non-Custodial Trading](https://term.greeks.live/definition/non-custodial-trading/) Trading on platforms where users maintain full control of their private keys and assets throughout the process. ⎊ Definition ## [Trading Venue Evolution](https://term.greeks.live/term/trading-venue-evolution/) Meaning ⎊ Trading venue evolution for crypto options details the shift from centralized exchanges to decentralized protocols, focusing on new methods for price discovery and risk management in a trustless environment. ⎊ Definition ## [Quantitative Trading Strategies](https://term.greeks.live/term/quantitative-trading-strategies/) Meaning ⎊ Quantitative trading strategies apply mathematical models and automated systems to exploit predictable inefficiencies in crypto derivatives markets, focusing on volatility arbitrage and risk management. ⎊ Definition ## [Volatility Trading Strategies](https://term.greeks.live/term/volatility-trading-strategies/) Meaning ⎊ Volatility trading strategies capitalize on the divergence between implied and realized volatility to generate returns, offering critical risk transfer mechanisms within decentralized markets. ⎊ Definition ## [Options Trading Game Theory](https://term.greeks.live/term/options-trading-game-theory/) Meaning ⎊ Options trading game theory analyzes strategic interactions between participants, protocols, and algorithms in decentralized derivatives markets to model adversarial behavior and systemic risk. ⎊ Definition ## [Basis Trading Strategies](https://term.greeks.live/definition/basis-trading-strategies/) A market-neutral strategy that captures the spread between spot and futures prices to generate consistent returns. ⎊ Definition ## [Basis Trading Algorithms](https://term.greeks.live/term/basis-trading-algorithms/) Meaning ⎊ Basis trading algorithms exploit price discrepancies between crypto options and underlying assets or futures to achieve delta-neutral profit, driven by put-call parity and market efficiency. ⎊ Definition ## [Derivatives Trading Strategies](https://term.greeks.live/term/derivatives-trading-strategies/) Meaning ⎊ Derivatives trading strategies allow market participants to precisely manage risk exposures, generate yield, and optimize capital efficiency by disaggregating volatility, directional, and time-based risks within decentralized markets. ⎊ Definition ## [Basis Trading Instruments](https://term.greeks.live/term/basis-trading-instruments/) Meaning ⎊ Basis trading exploits the price differential between spot assets and derivatives, with funding rates acting as the cost of carry in perpetual futures markets. ⎊ Definition ## [Zero-Knowledge Proofs in Trading](https://term.greeks.live/definition/zero-knowledge-proofs-in-trading/) Cryptographic method verifying transaction validity without exposing private data or account balances. ⎊ Definition ## [Adversarial Game Theory Trading](https://term.greeks.live/term/adversarial-game-theory-trading/) Meaning ⎊ Adversarial Liquidity Provision Dynamics is the analytical framework for modeling strategic, non-cooperative agent behavior to architect resilient, pre-emptive crypto options protocols. ⎊ Definition --- ## 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This process moves beyond simple keyword spotting, incorporating natural language processing to assess the emotional tone—bullish or bearish—associated with specific assets or market events. Accurate sentiment analysis requires accounting for the unique lexicon and context of financial reporting, distinguishing genuine signals from noise inherent in media coverage, and is often integrated into algorithmic trading strategies. The resulting sentiment scores serve as inputs for quantitative models aiming to forecast price movements and manage portfolio risk." } }, { "@type": "Question", "name": "What is the Adjustment of Trading News Sentiment?", "acceptedAnswer": { "@type": "Answer", "text": "The application of trading news sentiment frequently necessitates dynamic adjustment of portfolio allocations based on real-time data streams and evolving market perceptions. 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The front features a prominent, glowing green circular element reminiscent of an active lens or data input sensor, set against a dark, minimal background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-proofs-trading/", "url": "https://term.greeks.live/term/zero-knowledge-proofs-trading/", "headline": "Zero-Knowledge Proofs Trading", "description": "Meaning ⎊ Zero-Knowledge Proofs Trading enables private, verifiable execution of complex derivatives strategies, mitigating market manipulation and fostering institutional participation. ⎊ Definition", "datePublished": "2025-12-16T09:11:51+00:00", "dateModified": "2025-12-16T09:11:51+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multi-layered-smart-contract-architecture-enabling-complex-financial-derivatives-and-decentralized-high-frequency-trading-operations.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution abstract render showcases a complex, layered orb-like mechanism. It features an inner core with concentric rings of teal, green, blue, and a bright neon accent, housed within a larger, dark blue, hollow shell structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/market-sentiment-indicator/", "url": "https://term.greeks.live/term/market-sentiment-indicator/", "headline": "Market Sentiment Indicator", "description": "Meaning ⎊ Volatility Skew measures the market's collective fear by quantifying the premium paid for downside protection, reflecting risk aversion and potential systemic vulnerabilities. ⎊ Definition", "datePublished": "2025-12-16T10:26:07+00:00", "dateModified": "2026-01-04T15:58:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-automated-market-maker-core-for-high-frequency-options-trading-and-perpetual-futures-execution.jpg", "width": 3850, "height": 2166, "caption": "A high-tech device features a sleek, deep blue body with intricate layered mechanical details around a central core. A bright neon-green beam of energy or light emanates from the center, complementing a U-shaped indicator on a side panel." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/high-frequency-trading-strategies/", "url": "https://term.greeks.live/definition/high-frequency-trading-strategies/", "headline": "High-Frequency Trading Strategies", "description": "Algorithmic trading techniques utilizing high-speed execution to exploit minor market inefficiencies and provide liquidity. ⎊ Definition", "datePublished": "2025-12-17T10:27:58+00:00", "dateModified": "2026-03-13T15:33:51+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-algorithmic-structure-for-decentralized-finance-derivatives-and-high-frequency-options-trading-strategies.jpg", "width": 3850, "height": 2166, "caption": "A streamlined, dark object features an internal cross-section revealing a bright green, glowing cavity. Within this cavity, a detailed mechanical core composed of silver and white elements is visible, suggesting a high-tech or sophisticated internal mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/non-custodial-trading/", "url": "https://term.greeks.live/definition/non-custodial-trading/", "headline": "Non-Custodial Trading", "description": "Trading on platforms where users maintain full control of their private keys and assets throughout the process. ⎊ Definition", "datePublished": "2025-12-17T10:40:28+00:00", "dateModified": "2026-03-30T08:06:34+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interoperability-of-decentralized-finance-protocols-and-leveraged-derivative-risk-hedging-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A 3D rendered abstract image shows several smooth, rounded mechanical components interlocked at a central point. The parts are dark blue, medium blue, cream, and green, suggesting a complex system or assembly." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-venue-evolution/", "url": "https://term.greeks.live/term/trading-venue-evolution/", "headline": "Trading Venue Evolution", "description": "Meaning ⎊ Trading venue evolution for crypto options details the shift from centralized exchanges to decentralized protocols, focusing on new methods for price discovery and risk management in a trustless environment. ⎊ Definition", "datePublished": "2025-12-17T10:54:54+00:00", "dateModified": "2025-12-17T10:54:54+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-trading-microstructure-low-latency-execution-venue-live-data-feed-terminal.jpg", "width": 3850, "height": 2166, "caption": "A sleek, curved electronic device with a metallic finish is depicted against a dark background. A bright green light shines from a central groove on its top surface, highlighting the high-tech design and reflective contours." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/quantitative-trading-strategies/", "url": "https://term.greeks.live/term/quantitative-trading-strategies/", "headline": "Quantitative Trading Strategies", "description": "Meaning ⎊ Quantitative trading strategies apply mathematical models and automated systems to exploit predictable inefficiencies in crypto derivatives markets, focusing on volatility arbitrage and risk management. ⎊ Definition", "datePublished": "2025-12-19T09:00:28+00:00", "dateModified": "2026-01-04T17:52:14+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/automated-quantitative-trading-algorithm-infrastructure-smart-contract-execution-model-risk-management-framework.jpg", "width": 3850, "height": 2166, "caption": "The image displays a high-tech mechanism with articulated limbs and glowing internal components. The dark blue structure with light beige and neon green accents suggests an advanced, functional system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/volatility-trading-strategies/", "url": "https://term.greeks.live/term/volatility-trading-strategies/", "headline": "Volatility Trading Strategies", "description": "Meaning ⎊ Volatility trading strategies capitalize on the divergence between implied and realized volatility to generate returns, offering critical risk transfer mechanisms within decentralized markets. ⎊ Definition", "datePublished": "2025-12-19T10:59:17+00:00", "dateModified": "2026-01-04T17:54:45+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-volatility-arbitrage-strategies-in-decentralized-finance-and-cross-chain-derivatives-market-structures.jpg", "width": 3850, "height": 2166, "caption": "An abstract 3D geometric shape with interlocking segments of deep blue, light blue, cream, and vibrant green. The form appears complex and futuristic, with layered components flowing together to create a cohesive whole." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/options-trading-game-theory/", "url": "https://term.greeks.live/term/options-trading-game-theory/", "headline": "Options Trading Game Theory", "description": "Meaning ⎊ Options trading game theory analyzes strategic interactions between participants, protocols, and algorithms in decentralized derivatives markets to model adversarial behavior and systemic risk. ⎊ Definition", "datePublished": "2025-12-20T10:42:28+00:00", "dateModified": "2025-12-20T10:42:28+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-options-trading-bot-architecture-for-high-frequency-hedging-and-collateralization-management.jpg", "width": 3850, "height": 2166, "caption": "A sleek, dark blue mechanical object with a cream-colored head section and vibrant green glowing core is depicted against a dark background. The futuristic design features modular panels and a prominent ring structure extending from the head." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/basis-trading-strategies/", "url": "https://term.greeks.live/definition/basis-trading-strategies/", "headline": "Basis Trading Strategies", "description": "A market-neutral strategy that captures the spread between spot and futures prices to generate consistent returns. ⎊ Definition", "datePublished": "2025-12-21T10:50:55+00:00", "dateModified": "2026-04-12T15:19:24+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/layered-risk-hedging-strategies-and-collateralization-mechanisms-in-decentralized-finance-derivative-markets.jpg", "width": 3850, "height": 2166, "caption": "A stylized, close-up view of a high-tech mechanism or claw structure featuring layered components in dark blue, teal green, and cream colors. The design emphasizes sleek lines and sharp points, suggesting precision and force." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/basis-trading-algorithms/", "url": "https://term.greeks.live/term/basis-trading-algorithms/", "headline": "Basis Trading Algorithms", "description": "Meaning ⎊ Basis trading algorithms exploit price discrepancies between crypto options and underlying assets or futures to achieve delta-neutral profit, driven by put-call parity and market efficiency. ⎊ Definition", "datePublished": "2025-12-22T09:06:44+00:00", "dateModified": "2025-12-22T09:06:44+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/smart-contract-collateralized-options-protocol-architecture-demonstrating-risk-pathways-and-liquidity-settlement-algorithms.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up view of a complex abstract structure featuring intertwined blue cables and a central white and yellow component against a dark blue background. A bright green tube is visible on the right, contrasting with the surrounding elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/derivatives-trading-strategies/", "url": "https://term.greeks.live/term/derivatives-trading-strategies/", "headline": "Derivatives Trading Strategies", "description": "Meaning ⎊ Derivatives trading strategies allow market participants to precisely manage risk exposures, generate yield, and optimize capital efficiency by disaggregating volatility, directional, and time-based risks within decentralized markets. ⎊ Definition", "datePublished": "2025-12-22T09:28:28+00:00", "dateModified": "2026-01-04T19:49:55+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/layered-risk-hedging-strategies-and-collateralization-mechanisms-in-decentralized-finance-derivative-markets.jpg", "width": 3850, "height": 2166, "caption": "A stylized, close-up view of a high-tech mechanism or claw structure featuring layered components in dark blue, teal green, and cream colors. The design emphasizes sleek lines and sharp points, suggesting precision and force." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/basis-trading-instruments/", "url": "https://term.greeks.live/term/basis-trading-instruments/", "headline": "Basis Trading Instruments", "description": "Meaning ⎊ Basis trading exploits the price differential between spot assets and derivatives, with funding rates acting as the cost of carry in perpetual futures markets. ⎊ Definition", "datePublished": "2025-12-22T11:07:19+00:00", "dateModified": "2025-12-22T11:07:19+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/quantitatively-engineered-perpetual-futures-contract-framework-illustrating-liquidity-pool-and-collateral-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A high-tech object with an asymmetrical deep blue body and a prominent off-white internal truss structure is showcased, featuring a vibrant green circular component. This object visually encapsulates the complexity of a perpetual futures contract in decentralized finance DeFi. The non-standard geometry of the body represents non-linear payoff structures and market dynamics that challenge traditional quantitative modeling." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/zero-knowledge-proofs-in-trading/", "url": "https://term.greeks.live/definition/zero-knowledge-proofs-in-trading/", "headline": "Zero-Knowledge Proofs in Trading", "description": "Cryptographic method verifying transaction validity without exposing private data or account balances. ⎊ Definition", "datePublished": "2026-01-02T18:51:54+00:00", "dateModified": "2026-04-09T20:41:08+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/precision-algorithmic-trading-engine-for-decentralized-derivatives-valuation-and-automated-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, futuristic mechanical object, possibly a precision drone component or sensor module, is rendered in a dark blue, cream, and bright blue color palette. The front features a prominent, glowing green circular element reminiscent of an active lens or data input sensor, set against a dark, minimal background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/adversarial-game-theory-trading/", "url": "https://term.greeks.live/term/adversarial-game-theory-trading/", "headline": "Adversarial Game Theory Trading", "description": "Meaning ⎊ Adversarial Liquidity Provision Dynamics is the analytical framework for modeling strategic, non-cooperative agent behavior to architect resilient, pre-emptive crypto options protocols. ⎊ Definition", "datePublished": "2026-01-03T08:28:44+00:00", "dateModified": "2026-01-03T08:29:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-algorithmic-structure-for-decentralized-finance-derivatives-and-high-frequency-options-trading-strategies.jpg", "width": 3850, "height": 2166, "caption": "A streamlined, dark object features an internal cross-section revealing a bright green, glowing cavity. Within this cavity, a detailed mechanical core composed of silver and white elements is visible, suggesting a high-tech or sophisticated internal mechanism." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-consensus-architecture-visualizing-high-frequency-trading-execution-order-flow-and-cross-chain-liquidity-protocol.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/trading-news-sentiment/resource/1/