---
language:
- en
tags:
- sparql
- rdf
- knowledge-graph
- large-language-models
- llm
- llm-benchmarking
pretty_name: LLM-KG-Bench Leaderboard
configs:
- config_name: combined_scores_short
  data_files: "board_combined_scores_short.csv"
  default: true
- config_name: combined_scores
  data_files: "board_combined_scores.csv"
- config_name: main_scores
  data_files: "board_main_scores.csv"
- config_name: all_scores
  data_files: "board_all_stats.csv"
---

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](board_combined_scores.csv) is optimized for automated parsing.
* [board_main_scores.csv](board_main_scores.csv) contains the summarized stats for the most important scores
* [board_all_stats.csv](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/