SurveyX: Academic Survey Automation via Large Language Models
Large Language Models (LLMs) have demonstrated exceptional comprehension
capabilities and a vast knowledge base, suggesting that LLMs can serve as
efficient tools for automated survey generation. However, recent research
related to automated survey generation remains constrained by some critical
limitations like finite context window, lack of in-depth content discussion,
and absence of systematic evaluation frameworks. Inspired by human writing
processes, we propose SurveyX, an efficient and organized system for automated
survey generation that decomposes the survey composing process into two phases:
the Preparation and Generation phases. By innovatively introducing online
reference retrieval, a pre-processing method called AttributeTree, and a
re-polishing process, SurveyX significantly enhances the efficacy of survey
composition. Experimental evaluation results show that SurveyX outperforms
existing automated survey generation systems in content quality (0.259
improvement) and citation quality (1.76 enhancement), approaching human expert
performance across multiple evaluation dimensions. Examples of surveys
generated by SurveyX are available on www.surveyx.cn
67bbdb46d94d32bcfba70db7
Xun Liang
67bbdb46d94d32bcfba70db8
Jiawei Yang
claimed_verified
2025-02-24T13:05:10.864Z
669e60ee8580d17cb60f8347
/avatars/37963b833228afe39cc24854c9326670.svg
yang jiawei
user
Dany-0
67bbdb46d94d32bcfba70db9
Yezhaohui Wang
extracted_confirmed
2025-02-24T04:12:46.485Z
662dd19f9e6d371ab71b91ce
https://cdn-avatars.huggingface.co/v1/production/uploads/662dd19f9e6d371ab71b91ce/mZBPw_Zs8ZlEFGlbekAoH.jpeg
Yezhaohui Wang
user
HaruTeru
67bbdb46d94d32bcfba70dba
Chen Tang
claimed_verified
2025-02-24T13:05:12.859Z
615a0d48b89c239e75b2b019
https://cdn-avatars.huggingface.co/v1/production/uploads/1633291509590-noauth.jpeg
Travis Tang
user
tangg555
67bbdb46d94d32bcfba70dbb
Zifan Zheng
claimed_verified
2025-02-24T09:07:22.303Z
656f47ba2f058b368c0b1611
https://cdn-avatars.huggingface.co/v1/production/uploads/656f47ba2f058b368c0b1611/mrmcmA8bxaDNUhuJQQ7T1.png
Zifan Zheng
user
fan2goa1
67bbdb46d94d32bcfba70dbc
Simin Niu
admin_assigned
2025-02-24T11:55:35.171Z
66daea8776dbaaa372eabec5
/avatars/1e5fbe4ff06bb6121c7029253b76b79f.svg
siminniu
user
siminniu
67bbdb46d94d32bcfba70dbd
Shichao Song
admin_assigned
2025-02-24T11:55:41.788Z
656f339a5273668d5b946b33
https://cdn-avatars.huggingface.co/v1/production/uploads/656f339a5273668d5b946b33/o2nBvQiOKKP5IfDmnpHP2.jpeg
Shichao Song
user
Ki-Seki
67bbdb46d94d32bcfba70dbe
Hanyu Wang
claimed_verified
2025-02-24T09:07:20.146Z
669e0b93c7cb0568dac6e92e
/avatars/a39ea77d7391f164af8a80f94f85f2ca.svg
hanyu Wang
user
UglyToilet
67bbdb46d94d32bcfba70dbf
Bo Tang
67bbdb46d94d32bcfba70dc0
Feiyu Xiong
67bbdb46d94d32bcfba70dc1
Keming Mao
67bbdb46d94d32bcfba70dc2
Zhiyu li
SurveyX: Academic Survey Automation via Large Language Models
Large Language Models (LLMs) have demonstrated exceptional comprehension
capabilities and a vast knowledge base, suggesting that LLMs can serve as
efficient tools for automated survey generation. However, recent research
related to automated survey generation remains constrained by some critical
limitations like finite context window, lack of in-depth content discussion,
and absence of systematic evaluation frameworks. Inspired by human writing
processes, we propose SurveyX, an efficient and organized system for automated
survey generation that decomposes the survey composing process into two phases:
the Preparation and Generation phases. By innovatively introducing online
reference retrieval, a pre-processing method called AttributeTree, and a
re-polishing process, SurveyX significantly enhances the efficacy of survey
composition. Experimental evaluation results show that SurveyX outperforms
existing automated survey generation systems in content quality (0.259
improvement) and citation quality (1.76 enhancement), approaching human expert
performance across multiple evaluation dimensions. Examples of surveys
generated by SurveyX are available on www.surveyx.cn
SurveyX enhances automated survey generation through innovative preprocessing and post-processing methods, improving content and citation quality beyond existing systems.
Large Language Models LLMs automated survey generation context window AttributeTree reference retrieval re-polishing process content quality citation quality human expert performance