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陈成,张秀兰,刘旭,林小红,解刚,刘岩,韦丹,张浩,徐伟,甘瑞,孙霞,乔涛,吴瑞,黄英,区玉华,廖琳,刘桂兰,王磊,吴霞,臧凯,王桂珍,张凤兰,张荣,杨亮,李桂珍,方桂珍,杨成,刘建平,梅建平,万丽华,田玉英,程霞,刘勇,顾佳,白凤兰,郭秀兰,潘桂英,徐兰英,王柳,吴秀珍,叶桂花,王琳,万娟,戴建国,杨玉梅,龚涛,曾丹,王桂兰,南亮,王娟,尤利,翁春梅,彭秀兰,刘丽娟,陆宁,王琴,魏瑞,杨娜,邵强,李凤英,周洁,张慧,王英,刘玉兰,陈玉梅,寇婷婷,邓红梅,柳玉梅,翁利,徐芳,刘飞,林帅,袁欣,陈帆,赖阳,郭畅,郝文,段芳,易丽娟,丁亮,李艳,梅婷婷,翟玉英,王莉,赵英,张玲,李斌,张燕,冯凤英,叶淑英,张玉兰,李丹,杨龙,薛玉珍,马梅,王帆,任颖,田冬梅,彭浩,王欣,解峰,高红梅,丁淑珍,方彬,翁雪,祁桂珍,胡磊,常宁,刘建,王红霞,王秀兰,周红霞,张红霞,郑秀兰,李玉华,满强,许华,吴红,刘艳,杨宁,江杨,赖金凤,蔡婷婷,邓志强,顾娜,虞桂荣,王欢,晏辉,彭秀云,文建平,毕东,周萍,宿浩,刘鑫,徐东,方丽华,陈峰,屈鑫,杨涛,张冬梅,孔辉,滕辉,王亮,王想,董龙,苏文,马凤英,李淑华,李娟,李倩,吴桂兰,裴玲,赵旭,孙雪梅,何鑫,陈彬,刘燕,韩宇,马兵,田龙,李勇,孙静,萧凤兰,徐磊,刘淑兰,石飞,张玉,吴成,莫琴,任鹏,杨海燕,邢玉梅,马敏,周坤,黄欢,王淑英,司婷,张明,干飞,卢桂花,惠丽娟,邹雪梅,朱勇,江丽,李淑英,陈芳,林利,詹博,刘磊,屈丽丽,张颖,陈刚,蒲萍,潘建国,侯海燕,蒋帆,杨桂香,李璐,张瑞,许莉,魏凤兰,曾旭,郭萍,朱秀荣,南勇,石阳,邵玉梅,彭旭,彭淑华,霍静,陆金凤,李莉,曹鑫,刘强,胥超,叶志强,李帆,彭秀华,汤文,吴宇,蓝利,李彬,储鑫,游丹,彭伟,高建军,张坤,袁玉英,张彬,陈强,米荣,毛雷,刘志强,万玲,陈莹,林丽,杨桂花,吴凤英,谢淑珍,田晨,徐柳,陈凯,邵晶,吕岩,陈秀珍,赵莉,吴岩,潘柳,魏阳,蔡淑珍,董伟,王春梅,张成,徐桂芝,冯丽华,纪雪梅,郭俊,杨瑜,苗阳,冉鹏,江秀华,朱春梅,王丹丹,萧磊,梁建平,毛鹏,李辉,王玉梅,杨燕,马建平,王勇,王兰英,王杰,孟旭,孙丽娟,朱梅,胡婷,姜瑞,黄柳,展宇,朱帆,包淑兰,唐东,程芳,李秀珍,黄玉兰,王桂香,王兵,吴波,张杨,孙玲,蔡凯,张丽华,陈倩,王洁,潘波,岑秀英,敖秀英,李建国,叶欢,陈海燕,但坤,宋建军,石琳,文博,余凯,傅勇,朱桂英,郭彬,符佳,姚杰,许秀云,罗文,李红梅,尤娟,王芳,施婷婷,赵玉英,禹刚,张红梅,俞阳,罗利,张雪,杨秀英,黎霞,谢桂兰,何秀珍,田莹,张敏,吴芳,王秀珍,谢平,李龙,孙柳,梁桂芝,陆勇,陈英,荆健,黄琳,柳敏,崔强,李玉兰,张俊,吴丽丽,谭秀珍,罗桂香,苏玉梅,李坤,李雷,丁欢,宋想,位博,李霞,宋璐,柯文,郭敏,陈欢,李帅,杜晨,黄娜,游健,黄建,傅桂芳,梁岩,方刚,朱丽丽,杨桂荣,叶淑珍,赵丽,孙平,陈宁,刘杰,周杨,金波,黄萍,张建平,陶岩,林婷,王佳,李鹏,陈亮,高丽丽,练华,何军,柳金凤,邢丹,黄琴,朱华,余萍,许建国,谭玉梅,胡慧,丁颖,齐敏,李雪,叶洋,陈杨,史桂兰,周海燕,王峰,汪莉,陶想,谢燕,李洁,焦慧,郭兵,陈玉英,叶宁,傅建华,尹勇,张岩,姜志强,孙莹,张桂荣,窦帅,潘凤英,王红梅,高楠,朱超,车兰英,梁敏,何雷,王敏,薄秀英,赵秀芳,侯军,林倩,杨慧,李琴,柳飞,胡秀云,饶丽丽,常桂兰,宋斌,李宇,戴凯,侯伟,甘磊,胡桂珍,刘刚,李岩,刘兵,阎晨,马娟,颜建,叶明,武波,孙倩,孙亮,李云,李静,李海燕,尹辉,李小红,黄丽丽,林芳,陈帅,郭秀荣,章博,蔡金凤,李东,韩桂荣,蔡冬梅,应秀芳,谢桂芝,傅萍,邹淑华,马平,乔林,杨璐,孟桂兰,李玉英,程雪,符婷婷,邓涛,任俊,陈桂英,杨鑫,韩洋,张秀华,李洋,柳秀兰,柴梅,林玉华,赵冬梅,王秀梅,杨秀华,李柳,薛岩,孙淑华,廖斌,李丹丹,李志强,刘秀英,邓莉,齐彬,张玉华,戴建军,刘颖,杨辉,张玉英,詹淑英,谢亮,牛秀华,沈云,翟欣,潘红,严丽,许红梅,潘志强,侯萍,丛婷,陈秀云,许玲,李桂香,吴亮,张丹,秦桂香,侯桂兰,郝玲,李博,郑瑜,陈丽娟,赵帆,杜想,游畅,高洁,黄雷,陈秀荣,刘慧,何建,雷秀云,田敏,唐柳,沈琳,颜丹,张建华,胡瑜,周倩,张晶,袁建平,林超,孙婷婷,林健,冯丽娟,陈琳,邵红,袁桂兰,张军,李桂芳,邱涛,刘玉梅,郭想,王倩,张萍,刘丽丽,王建军,方秀荣,李秀英,曹艳,罗林,邰淑华,方明,田淑英,卢慧,曹金凤,夏春梅,吴春梅,郝健,吴淑珍,薛亮,张娟,贾桂花,杨洁,邓丽娟,佟文,苏丹,韩桂兰,董红霞,田建,童淑兰,唐涛,董红梅,吴超,刘丹,施玲,殷琴,王斌,刘龙,赵婷,熊婷,彭亮,郭凯,李荣,魏丽丽,洪秀华,袁婷,徐帅,刘华,徐斌,郑凯,苏俊,叶兵,翟慧,王雪,陆梅,高宇,储丹,郭建华,朱玉珍,赫平,严晶,丛建平,周玉珍,陆俊,司洁,何莹,黄燕,钟娜,连晶,覃建华,李凤兰,袁志强,王文,徐霞,张婷婷,祁莉,丁凤兰,杨颖,姚欣,庞霞,唐明,赵凤兰,徐婷,李桂荣,汪雪,强建平,李浩,柳佳,郑坤,邓斌,张建国,黄阳,赵宁,马春梅,王玉英,胡旭,黎丽华,胡敏,陈浩,赵梅,陈洋,孟玉英,王晨,田秀珍,田丽华,王飞,叶涛,蔡洁,贺秀云,费佳,黄超,郭磊,张桂芳,魏坤,农华,涂桂香,路丽娟,孙杰,陈晨,杨宇,孙凯,彭璐,赵畅,张璐,何红梅,郑玉珍,陈丹,谢斌,杨瑞,谭婷,邵红霞,廖辉,毕林,李建,范琴,刘雪,王玉兰,刘春梅,何洋,马燕,徐丹,魏玉珍,蔡建军,王云,韩伟,廖秀珍,马浩,骆萍,王林,但红梅,姚玉英,陈鹏,罗梅,吴宁,林雷,谭林,许桂荣,邬桂花,吴丽华,金淑兰,金桂英,王婷婷,方宇,武玉珍,郭丹,唐帅,刘博,朱冬梅,赵利,熊琴,温丹丹,曹丹,景帅,余桂芳,王志强,孟晶,庄艳,胡小红,李俊,邢英,陈淑兰,汤明,杨岩,李春梅,陈洁,杨明,孙鑫,刘玲,熊俊,王建华,臧丽华,石秀荣,罗坤,郭楠,刘萍,高梅,杨秀云,彭萍,叶琴,符淑英,范玲,兰军,朱红梅,汪红,郭雪,沈柳,周超,赵建,凌宇,陈金凤,陈瑜,张秀芳,谷宇,樊瑜,罗玉珍,廖龙,侯林,成宇,马玉兰,牛红,宋玲,朱丽娟,杜玉珍,熊雪梅,吉岩,许冬梅,汪亮,黄桂荣,杨建平,尹岩,王博,孙涛,刘梅,张伟,姜芳,彭琳,舒鑫,吴丹,林飞,周华,宁琴,田瑜,杨秀兰,黄彬,汪玉华,许萍,龚桂芳,何建平,陈雪梅,林欢,杨桂英,廖健,钟凤兰,王玉珍,耿婷,李颖,洪楠,樊文,刘坤,龚丽丽,蔡丽,袁芳,陈杰,高帆,姚楠,李淑兰,邓强,李秀兰,杨秀荣,孟阳,李利,李兰英,陈建军,赵丹丹,党明,黄林,李建平,梁强,李佳,杨桂兰,张海燕,姚桂芝,高桂珍,朱海燕,傅洁,张亮,黄亮,胡梅,左娜,陈兰英,刘辉,徐倩,孙华,丁志强,鞠刚,郑岩,刘秀云,吕晨,徐红霞,萧平,徐桂花,陈慧,李桂英,李欢,卢秀珍,胡桂英,贾娟,杨娟,谢坤,刘红,蔡鑫,左超,巩玉华,曹桂英,张飞,冯雪梅,李玉,应瑞,曾平,陈淑英,邱春梅,骆淑英,韩静,张梅,邓坤,陈雪,石瑞,杨秀芳,陈艳,张丹丹,罗玉梅,陈霞,田桂香,桂秀芳,王晶,高秀芳,唐霞,胡伟,张博,卢萍,赵莹,罗宇,许琴,黄云,冯凯,谢建平,陶秀云,罗健,裴冬梅,任阳,朱辉,张丽娟,王杨,安璐,赵洁,董军,奚芳,王丽,叶兰英,刘瑜,张桂芝,罗秀兰,唐文,杨雪,彭涛,周红,全俊,刘琴,马淑珍,刘淑英,奉兵,钟秀兰,黄明,孔伟,马倩,潘俊,吴晶,薛秀云,冯明,施红霞,刘金凤,孟军,陈凤英,田欣,张帆,武超,郭成,杨浩,翟杨,王辉,彭帅,高磊,高丹,李波,尹霞,王雪梅,欧宁,陈宇,蓝鑫,张小红,萧利,郝玉华,赵磊,段亮,韩凤英,梁淑英,梅刚,陶桂香,马欣,赵强,丁璐,王凤兰,鲍娟,杨博,郑桂香,陈华,王桂英,刘秀华,李婷,黄鹏,王秀华,郑丽娟,钱英,胡斌,冯秀英,林洁,韩军,王桂荣,何志强,颜春梅,萧云,张婷,邹玲,黄涛,梁海燕,万博,周凯,杨峰,陈磊,黎利,龚云,鲁晶,丁丽,童欢,马桂英,徐建平,邬桂芳,俞杰,王丽华
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Dataset Description

Dataset Summary

The NeedleBench dataset is a part of the OpenCompass project, designed to evaluate the capabilities of large language models (LLMs) in processing and understanding long documents. It includes a series of test scenarios that assess models' abilities in long text information extraction and reasoning. The dataset is structured to support tasks such as single-needle retrieval, multi-needle retrieval, multi-needle reasoning, and ancestral trace challenges.

Needlebench Overview

Supported Tasks and Primary Languages

  • Single-Needle Retrieval Task (S-RT): Extracting a single key piece of information from a long text.
  • Multi-Needle Retrieval Task (M-RT): Retrieving multiple related pieces of information from long texts.
  • Multi-Needle Reasoning Task (M-RS): Extracting and utilizing multiple key pieces of information for comprehensive understanding.
  • Ancestral Trace Challenge (ATC): Handling multi-layer logical challenges in real long texts.

The dataset supports multiple languages, including English and Chinese, as indicated by the presence of files like multi_needle_reasoning_en.json and multi_needle_reasoning_zh.json.

Potential Use Cases

The NeedleBench dataset can be used to evaluate and compare the performance of different large language models in tasks involving long text processing, information extraction, and reasoning. It is useful for researchers and developers working on models that need to handle complex queries on extensive documents.

Evaluation

Please follow the provided guidelines in the OpenCompass documentation to set up the environment, configure the dataset, and run evaluations.

Additional Information

For more details on the dataset, please refer to the NeedleBench Technical Report.

Contact

For any questions or issues related to the dataset, please contact the maintainers or contributors of the OpenCompass project.

Citation

If you use this dataset, please add a reference:

@misc{li2024needlebenchllmsretrievalreasoning,
      title={NeedleBench: Can LLMs Do Retrieval and Reasoning in 1 Million Context Window?},
      author={Mo Li and Songyang Zhang and Yunxin Liu and Kai Chen},
      year={2024},
      eprint={2407.11963},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2407.11963},
}
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