Coupling large language models with domain-specific small models: toward efficient extraction, management and validation of 2D materials literature data.
- DOI
- 10.1039/d6nr03245a
- Published
- 2026 Oct 28
- Container
- Nanoscale
- Publisher
- Not recorded
- Open access
- unknown
Credibility signals
limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1039/d6nr03245a,
title = {Coupling large language models with domain-specific small models: toward efficient extraction, management and validation of 2D materials literature data.},
author = {Shang L and Kang W and Yu Y and Zhou J and Gao D and Xiang P and Guo S and Dai M and Guo Z and Zhang X and Sun Z},
year = {2026},
journal = {Nanoscale},
doi = {10.1039/d6nr03245a},
url = {https://doi.org/10.1039/d6nr03245a}
}RIS
TY - JOUR TI - Coupling large language models with domain-specific small models: toward efficient extraction, management and validation of 2D materials literature data. AU - Shang L AU - Kang W AU - Yu Y AU - Zhou J AU - Gao D AU - Xiang P AU - Guo S AU - Dai M AU - Guo Z AU - Zhang X AU - Sun Z PY - 2026 JO - Nanoscale DO - 10.1039/d6nr03245a UR - https://doi.org/10.1039/d6nr03245a ER -
APA
L, S., W, K., Y, Y., J, Z., D, G., P, X., S, G., M, D., Z, G., X, Z., & Z, S. (2026). Coupling large language models with domain-specific small models: toward efficient extraction, management and validation of 2D materials literature data.. Nanoscale. https://doi.org/10.1039/d6nr03245a
Source records
- pubmed · retrieved 2026-11-10T13:04:13.889Z