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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.

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: 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_main_scores.csv contains the summarized stats for the most important scores
  • board_all_stats.csv contains the summarized stats for all scores of all tasks

The full leaderboard with more explanation can be found at https://aksw.github.io/LLM-KG-Bench-Leaderboard/

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