Update Readme

README.md

@@ -9,4 +9,12 @@ tags:
 - llm
 - llm-benchmarking
 pretty_name: LLM-KG-Bench Leaderboard
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+---
+
+Leaderboard for RDF Knowledge Graph(KG) related capabilities of Large Language Models(LLMs) as generated with the [LLM-KG-Bench framework](https://github.com/AKSW/LLM-KG-Bench).
+
+Results for more than 20 RDF related tasks are collected for more than 40 LLMs.
+The leaderboard contains summarized results:
+* [board_combined_scores_short.csv](board_combined_scores_short.csv): the most concise summary, listing for each LLM combined scores in the RDF (R) and SPARQL (S) handling categories, estimating read(R) and write(W) capabilities for syntax(syn) and semantic(sem). If a dialogue was tested, the result for the first(1) and best(max) answer is given. `board_combined_scores.csv` is optimized for automated parsing.
+* [board_all_stats.csv](board_all_stats.csv) contains the summarized stats for all scores of all tasks
+* [board_main_scores.csv](board_main_scores.csv) contains the summarized stats for only the most important scores