CNRS NLP researcher: multilingual counterspeech against hate speech; LLMs for critical thinking in science education.
2
papers here
2
reviewed by Evolve
0
first-author
0
corresponding
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works · OpenAlex
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h-index · OpenAlex
Bibliometric figures come from OpenAlex (2026-10-15) and cover the author's entire public record, not just the papers listed here. Reproducibility signal comes from Evolve's own reviews.
Research profile
Output—
Not yet scored: this snapshot lacks the publication-count data the axis requires. It would summarize how many papers the researcher has authored over time and in which venues, based on the full bibliographic record.
Impact—
Not yet scored: citation data is unavailable in this snapshot. The axis would measure citations to the researcher's work, influential citations, and uptake of the counterspeech and CRITICS lines by other research groups.
Focus0/100
The focus dimension scores 0 because the cataloged field distribution is an even 50/50 split between two application areas of natural language processing: hate speech and counterspeech generation, and NLP for science education. Both lines share core NLP methods such as generation, argument mining and annotation schemas, but with no single field dominating the record, measured concentration bottoms out even though the research direction itself is coherent.
Collaboration55/100
Collaboration scores 55/100, with 15 distinct coauthors recorded in the bibliometric snapshot. The recurring network around the cataloged papers includes Elena Cabrio, Greta Damo, Elias Urios Alacreu, Paolo Rosso, Rodrigo Agerri, Itziar Aldabe, Mark Cieliebak, Jan Deriu, Mariana Flores, Jurgita Kapociute-Dzikiene, Dovile Kuiziniene and Arantza Rico, indicating sustained multi-team collaboration across both the counterspeech and science-education lines rather than solitary work.
Activity—
Not yet scored: recent publication cadence cannot be computed from the current snapshot. The axis would track annual output and continuity of research activity across the most recent years.
Reproducibility38/100
Reproducibility averages 38/100 across the 2 papers assessed by Evolve. The multilingual counterspeech paper reaches medium readiness — the evidence is judged strong, but the method depends on gold annotations at inference time — while the CRITICS paper is a proposal without results yet and rates low. The modest mean reflects an early, preprint-based record rather than mature, replication-ready output.
Research summary
Serena Villata is a researcher at the French National Centre for Scientific Research (CNRS) whose cataloged work spans two application areas of natural language processing. The first line addresses hate speech and counterspeech generation: the 2026 arXiv preprint 'Deconstructing Stereotypes: Scope-Conditioned Generation for Effective Multilingual Counterspeech' proposes stereotype-conditioned prompting to improve multilingual counterspeech, and Evolve's review judges the evidence strong while noting that the method depends on gold annotations at inference time. The second line brings language models into science education through the CRITICS project, a 2026 paper that combines LLM-based scientific machine translation — targeting low-resource languages such as Basque — with critical-thinking education; Evolve describes it as a well-grounded proposal with no results yet. Villata appears in the last author position on both papers, without corresponding authorship flagged. Bibliometrically, the profile splits evenly between the two fields (50/50), collaboration scores 55/100 with 15 distinct coauthors, and reproducibility averages 38/100 across the two reviewed papers, reflecting one medium-readiness method paper and one early-stage proposal. Citation-based output, impact and activity measures are not yet available for this profile.
Collaboration pattern
Collaboration scores 55/100 with 15 distinct coauthors in the snapshot. The recurring co-author list spans both research lines and multiple teams: Elena Cabrio, Greta Damo, Elias Urios Alacreu, Paolo Rosso, Rodrigo Agerri, Itziar Aldabe, Mark Cieliebak, Jan Deriu, Mariana Flores, Jurgita Kapociute-Dzikiene, Dovile Kuiziniene and Arantza Rico. Both cataloged papers place Villata in the last author position, consistent with a convening, senior-author role within these networks.
Research keywords
Highlights
Scope-conditioned multilingual counterspeech generation
CRITICS: language models for critical thinking in science education
Timeline
- 2026Publishes 'Deconstructing Stereotypes: Scope-Conditioned Generation for Effective Multilingual Counterspeech' as an arXiv preprint, in the last author position.
- 2026Releases the CRITICS project paper on language models to promote critical thinking in science education, again as last author.
- 2026Both cataloged outputs fall in the same year and the same source (arXiv), spanning the counterspeech and science-education application areas of NLP.
Papers in the Evolve catalog
Frequent co-authors
About this profile
This profile is AI-structured by Evolve.Pub from public bibliographic data (OpenAlex) and Evolve's own paper reviews. It is not written or endorsed by the researcher unless the profile is claimed. Radar dimensions are computed from real bibliometrics with fixed formulas — raw figures are shown alongside; missing dimensions mean insufficient data, never zero. Errors? Claim the profile to correct or hide it.
- Bibliometric indicators (collaboration, focus, reproducibility) are computed from public bibliometric data only; the output, impact and activity axes are not scored because the required citation and productivity data are unavailable in this snapshot.
- The Evolve catalog for this researcher currently contains two 2026 arXiv preprints; peer-reviewed venue records are not represented in this snapshot.
- Reproducibility reflects Evolve's review of the 2 cataloged papers (mean 38/100) and does not cover the researcher's full bibliography.
- The profile is resolved from public bibliographic records via ORCID 0000-0003-3495-493X; works not linked to this identifier may be missing.