ZhuJiu: A Multi-dimensional, Multi-faceted Chinese Benchmark for Large Language Models¶
Arxiv Link - 2023-08-28 06:56:44
Abstract¶
The unprecedented performance of large language models (LLMs) requires comprehensive and accurate evaluation. We argue that for LLMs evaluation, benchmarks need to be comprehensive and systematic. To this end, we propose the ZhuJiu benchmark, which has the following strengths: (1) Multi-dimensional ability coverage: We comprehensively evaluate LLMs across 7 ability dimensions covering 51 tasks. Especially, we also propose a new benchmark that focuses on knowledge ability of LLMs. (2) Multi-faceted evaluation methods collaboration: We use 3 different yet complementary evaluation methods to comprehensively evaluate LLMs, which can ensure the authority and accuracy of the evaluation results. (3) Comprehensive Chinese benchmark: ZhuJiu is the pioneering benchmark that fully assesses LLMs in Chinese, while also providing equally robust evaluation abilities in English. (4) Avoiding potential data leakage: To avoid data leakage, we construct evaluation data specifically for 37 tasks. We evaluate 10 current mainstream LLMs and conduct an in-depth discussion and analysis of their results. The ZhuJiu benchmark and open-participation leaderboard are publicly released at http://www.zhujiu-benchmark.com/ and we also provide a demo video at https://youtu.be/qypkJ89L1Ic.
Socials¶
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| 🚀 Exciting news in the world of AI evaluation! Check out the ZhuJiu benchmark, a groundbreaking initiative for comprehensive and accurate evaluation of large language models (LLMs). This benchmark covers 51 tasks across 7 ability dimensions, with a focus on knowledge ability. Using 3 evaluation methods, ZhuJiu ensures thorough and precise assessment results. What makes ZhuJiu stand out? It's the first benchmark to fully evaluate LLMs in Chinese, alongside robust evaluation in English, while also addressing potential data leakage concerns. Want to dive deeper into the results and analysis? Explore the ZhuJiu benchmark and leaderboard at http://www.zhujiu-benchmark.com/ and watch the demo video at https://youtu.be/qypkJ89L1Ic. For more details, check out the research paper at http://arxiv.org/abs/2308.14353v1. 📊💡 #AI #LLMs #ZhuJiuBenchmark #TechInnovation |
🚀 Exciting news in the world of Large Language Models (LLMs)! Check out the ZhuJiu benchmark - a comprehensive evaluation method covering 51 tasks across 7 dimensions, including a focus on knowledge ability. Dive into the details and results of evaluating 10 mainstream LLMs here: http://arxiv.org/abs/2308.14353v1 #AI #NLP #LLMs #ZhuJiuBenchmark 📊🔍 |