| --- |
| 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/ |
