Improve FinSearchComp dataset card: Add paper link, project page, and comprehensive metadata (#2)

- Improve FinSearchComp dataset card: Add paper link, project page, and comprehensive metadata (c73e4d6bb03d52102d3a1919cbf60d44ddbe4f63)


Co-authored-by: Niels Rogge <[email protected]>

README.md

@@ -1,3 +1,21 @@
----
-license: cc-by-4.0
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+---
+license: cc-by-4.0
+task_categories:
+- question-answering
+tags:
+- finance
+- financial-analysis
+- reasoning
+- search
+---
+
+This repository contains the FinSearchComp dataset, a benchmark for evaluating financial search and reasoning capabilities of LLM-based agents, as presented in the paper [FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning](https://huggingface.co/papers/2509.13160).
+
+**Project Page:** [https://randomtutu.github.io/FinSearchComp/](https://randomtutu.github.io/FinSearchComp/)
+
+FinSearchComp is the first fully open-source agent benchmark designed for realistic, open-domain financial search and reasoning. It comprises three tasks that closely reproduce real-world financial analyst workflows:
+- Time-Sensitive Data Fetching
+- Simple Historical Lookup
+- Complex Historical Investigation
+
+The benchmark includes 635 questions spanning global and Greater China markets, meticulously annotated by 70 professional financial experts.