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README.md

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 ## What is it?
 
-The NOSIBLE Forward Looking Dataset is an open collection of **100,000** cleaned, deduplicated, and labeled financial news text samples. The data was extracted directly from the NOSIBLE search engine in response to real queries asked by real financial institutions. Each sample has been labeled as **forward** looking or **not-forward** looking, using a sophisticated labeling pipeline (more information coming soon, and a brief explanation below).
+The NOSIBLE Forward Looking Dataset is an open collection of **100,000** cleaned, deduplicated, and forward-looking labeled news. Each label reflects the forward looking nature of a short text snippet, categorizing it based on whether the described events are likely to be **forward** or **not-forward** looking.
 
 All text is sourced from the **NOSIBLE Search Feeds** product using a curated set of finance-related queries. Forward looking labels are assigned through a multi-stage, LLM-based annotation pipeline (described below).