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阅读[中文版本](README_ZH.md). 阅读[中文版本](README_ZH.md).
# LongBench: A Multilingual, Multitask Benchmark Tailored for Long Context Understanding # LongBench: A Multilingual, Multitask Benchmark for Long Context Understanding
**LongBench** is the first benchmark for multilingual, multitask, and comprehensive assessment of **long context understanding** capabilities of large language models. LongBench includes different languages (Chinese and English) to provide a more comprehensive evaluation of the large models' multilingual capabilities on long contexts. In addition, LongBench consists of 20 different tasks, covering key long context application scenarios such as single-document QA, multi-document QA, summarization, few-shot learning, code completion, and synthetic tasks. **LongBench** is the first benchmark for multilingual, multitask, and comprehensive assessment of **long context understanding** capabilities of large language models. LongBench includes different languages (Chinese and English) to provide a more comprehensive evaluation of the large models' multilingual capabilities on long contexts. In addition, LongBench consists of 20 different tasks, covering key long context application scenarios such as single-document QA, multi-document QA, summarization, few-shot learning, code completion, and synthetic tasks.
...@@ -191,4 +191,4 @@ The following tables show the Zero-shot evaluation results (%) on all datasets, ...@@ -191,4 +191,4 @@ The following tables show the Zero-shot evaluation results (%) on all datasets,
## Citation ## Citation
This is a joint work by **THU-KEG** and **Zhipu AI**. We are currently working on the paper, and the citation information will be updated when it's ready. Please stay tuned~ This is a joint work by **THU-KEG** and **Zhipu AI**. We are currently working on the paper, and the citation information will be updated when it's ready. Please stay tuned~
When citing our work, please cite all of the original dataset papers. The relevant citation information is listed [here](refs/ref.bib). When citing our work, please cite all of the original dataset papers. The relevant citation information is listed [here](refs/ref.bib).
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