FNSPID
PulseAugur coverage of FNSPID — every cluster mentioning FNSPID across labs, papers, and developer communities, ranked by signal.
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Financial NLP benchmarks suffer from temporal leakage, inflating performance metrics
A new audit of financial news NLP benchmarks reveals significant temporal leakage, where random train-test splits inflate performance metrics by up to 6.5x compared to chronological splits. This leakage is particularly …
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LLaMA-3.1-70B extracts structured data from financial news to boost stock prediction
Researchers have developed a new framework for extracting structured information from financial news, moving beyond traditional sentiment analysis. This framework utilizes LLaMA-3.1-70B to identify six semantic dimensio…
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New research explores adaptive retrieval for RAG systems
Two new research papers explore adaptive retrieval strategies for Retrieval-Augmented Generation (RAG) systems. One paper introduces "Retriever Portfolios," a method that selects diverse retrievers to cover various quer…