GMTW-Ro: a deterministic benchmark for evaluating large language models on grounded Romanian tasks

Andrei-Ştefan Bulzan, Bogdan Morariu, Andrei-Răzvan Joldea, Diana Cernăzanu-Glăvan, Cosmin Cernăzanu-Glăvan

Open source

DOI: 10.3389/frai.2026.1831918
Published: 7
Container: Frontiers in Artificial Intelligence
Publisher: Not recorded
Open access: yes

Credibility signals

uncertain Score 53/100 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. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
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. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3389/frai.2026.1831918,
  title = {GMTW-Ro: a deterministic benchmark for evaluating large language models on grounded Romanian tasks},
  author = {Andrei-Ştefan Bulzan and Bogdan Morariu and Andrei-Răzvan Joldea and Diana Cernăzanu-Glăvan and Cosmin Cernăzanu-Glăvan},
  year = {2026},
  journal = {Frontiers in Artificial Intelligence},
  doi = {10.3389/frai.2026.1831918},
  url = {https://doi.org/10.3389/frai.2026.1831918}
}

RIS

TY  - JOUR
TI  - GMTW-Ro: a deterministic benchmark for evaluating large language models on grounded Romanian tasks
AU  - Andrei-Ştefan Bulzan
AU  - Bogdan Morariu
AU  - Andrei-Răzvan Joldea
AU  - Diana Cernăzanu-Glăvan
AU  - Cosmin Cernăzanu-Glăvan
PY  - 2026
JO  - Frontiers in Artificial Intelligence
DO  - 10.3389/frai.2026.1831918
UR  - https://doi.org/10.3389/frai.2026.1831918
ER  -

APA

Bulzan, A., Morariu, B., Joldea, A., Cernăzanu-Glăvan, D., & Cernăzanu-Glăvan, C. (2026). GMTW-Ro: a deterministic benchmark for evaluating large language models on grounded Romanian tasks. Frontiers in Artificial Intelligence. https://doi.org/10.3389/frai.2026.1831918

Source records

doaj · retrieved 2026-09-25T07:52:45.950Z