MRKL is a modular neuro-symbolic architecture that integrates LLMs with external knowledge and discrete reasoning to overcome limitations of pure neural language models.
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Emoji-only models for financial sentiment on StockTwits achieve F1 scores of approximately 0.75 with high efficiency, while specific emojis and pairs predict market trends at over 90 percent accuracy, though combined text models perform better.
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MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
MRKL is a modular neuro-symbolic architecture that integrates LLMs with external knowledge and discrete reasoning to overcome limitations of pure neural language models.
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FinMoji: A Framework for Emoji-driven Sentiment Analysis in Financial Social Media
Emoji-only models for financial sentiment on StockTwits achieve F1 scores of approximately 0.75 with high efficiency, while specific emojis and pairs predict market trends at over 90 percent accuracy, though combined text models perform better.