Evidence map›Paper›PMID 42020521›Full record

ArticleScientific reports2026

From LLMs to AI agents: a systematic benchmark for SAO structure extraction in patent analytics.

Gengfeng Zheng, Tiancheng An, Yan Zuo, Shuyi Wang, Yujia Zhai

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Gengfeng ZhengFujian Key Laboratory of Special Intelligent Equipment Safety Measurement and Control, Fujian Special Equipment Inspection and Research Institute, Fuzhou, China.
Tiancheng AnManagement School, Tianjin Normal University, Tianjin, China.
Yan ZuoManagement School, Tianjin Normal University, Tianjin, China.
Shuyi WangManagement School, Tianjin Normal University, Tianjin, China.
Yujia ZhaiManagement School, Tianjin Normal University, Tianjin, China. yjzhai@tjnu.edu.cn.

Funding

Graduate Research Innovation Project of Tianjin Normal University 2024KYCX148FNational Science Project 24BTQ045Open Project Program of Fujian Key Laboratory of Special Intelligent Equipment Measurement and Control FJIES2023KF09Research project of Fujian Provincial Market Supervision Bureau FJMS2023016Talent Program of the State Administration for Market Regulation QNBJ202319
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AgentCollaborative robotsLarge language modelPrompt engineeringSAO structure

Identifiers

PMID42020521
PMCPMC13279998

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.