Update README.md

README.md

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 pretty_name: CTF(Capture The Flag) AI Assistants Benchmark
 ---
+# CTFAIA dataset
 
+CTFAIA is a benchmark which aims at evaluating next-generation LLMs (LLMs with augmented capabilities due to added tooling, efficient prompting, access to search, etc).
+
+We added gating to prevent bots from scraping the dataset. Please do not reshare the validation or test set in a crawlable format.
+
+## Data and leaderboard
+CTFAIA is made of more than 450 non-trivial question with an unambiguous answer, requiring different levels of tooling and autonomy to solve. It is therefore divided in 3 levels, where level 1 should be breakable by very good LLMs, and level 3 indicate a strong jump in model capabilities. Each level is divided into a fully public dev set for validation, and a test set with private answers and metadata.
+
+CTFAIA leaderboard can be found in this space (https://huggingface.co/spaces/autogenCTF/agent_ctf_leaderboard).
+
+Questions are contained in metadata.jsonl. Some questions come with an additional file, that can be found in the same folder and whose id is given in the field file_name.