Early-career NLP researcher building LLM benchmarks for automotive safety (ISO 26262) and CBT counseling dialogue.
2
papers here
0
reviewed by Evolve
1
first-author
0
corresponding
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works · OpenAlex
0
h-index · OpenAlex
Bibliometric figures come from OpenAlex (2026-09-27) 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—
Output cannot be scored: the available bibliometric snapshot reports an h-index and i10-index of 0 with only 2 works, which is too thin to characterize productivity. This axis would normally measure publication volume and its distribution over time.
Impact—
Impact is unscored because the record shows an h-index of 0 and no citation counts are available, which is expected for 2026 arXiv work. This axis would measure citations, uptake, and influence of the research on its field.
Focus—
Focus cannot be scored: the snapshot lists five OpenAlex topics with one work each, too little history to distinguish a coherent specialty from early exploration. This axis would measure thematic concentration versus dispersion across topics and venues.
Collaboration56/100
The collaboration dimension scores 56. OpenAlex records 16 distinct coauthors for Zimu Wang, and the Evolve data retains twelve recurring ones, including Chenxi Wu, Haiyang Zhang, and Wei Wang. Both reviewed papers are multi-author efforts — Wang leads StratCBT as first author while taking a middle position on SAFARI — indicating a preference for team-based work, though no corresponding-author role appears yet.
Activity32/100
The activity dimension scores 32, reflecting a very early record: OpenAlex attributes only 2 works to Zimu Wang in the last three years, both dated 2026 in the counts-by-year data. Both are arXiv preprints captured in Evolve's catalog, so the low score tracks a compressed timeline rather than a lapse in productivity — the profile simply has a short publication history to measure.
Reproducibility—
Reproducibility is not scored from bibliometric data alone. Evolve tags both reviewed papers as medium reproducibility readiness, but no computed axis value exists yet. This axis would measure artifact release, code and data availability, and replication evidence.
Research summary
Zimu Wang is an early-stage natural language processing researcher whose visible output centers on applying large language models to two demanding applied domains: automotive functional safety and mental-health conversational AI. The Evolve catalog holds two 2026 arXiv papers. The first, SAFARI, places Wang in a middle authorship position and introduces what Evolve reviews as the first industrial ISO 26262 hazard-analysis and risk-assessment (HARA) benchmark, built on roughly 3,000 real cases with an expert-validated LLM judge; evaluated LLMs performed poorly on ASIL classification (F1 0.261), though the review cautions the statistics are thin. The second, StratCBT, is first-authored by Wang and presents a 9.7K-session strategy-aligned cognitive behavioral therapy counseling dataset, fully LLM-synthetic and GPT-4o-judged, so realism claims warrant caution. OpenAlex signals are consistent with the very start of a research career: h-index and i10-index are both 0, two works fall in the last three years (both 2026), and five topics carry one work each, spanning topic modeling, automotive safety, digital mental health, adversarial robustness, and writing-based mental health. Sixteen distinct coauthors appear in the record, grounding a collaboration score of 56 against an activity score of 32.
Collaboration pattern
Both catalogued papers are team efforts: Zimu Wang first-authors StratCBT and sits mid-list on SAFARI, with no corresponding-author role recorded. OpenAlex counts 16 distinct coauthors, twelve of whom recur in the data, including Chenxi Wu, Haiyang Zhang, Wei Wang, Zhijie Xu, and Yiwen Jiang. The recurring pool suggests overlapping project teams rather than isolated pairings, though per-paper coauthor attribution is not provided; the collaboration dimension scores 56.
Research keywords
Highlights
First industrial ISO 26262 HARA benchmark for LLM-assisted hazard analysis
First large strategy-aligned CBT counseling dataset (StratCBT)
Timeline
- 2026First catalogued contribution: SAFARI, an industrial benchmark for LLM-assisted hazard analysis and risk assessment, appears on arXiv with Zimu Wang in a middle author position.
- 2026First-authored work: StratCBT, a 9.7K-session dataset aligning psychological counseling conversations with CBT strategies, appears on arXiv.
- 2026OpenAlex attributes 2 works and 16 distinct coauthors to this profile in 2026, with first topic assignments spanning topic modeling, automotive safety, digital mental health, adversarial robustness, and writing-based mental health.
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 (h-index, i10-index, topics, coauthor counts) come from an OpenAlex identity snapshot; 'Zimu Wang' is a common name, so this profile is name-resolved from public bibliographic data and may merge or omit records.
- No institution, country, or ORCID is available, so affiliation-based context could not be verified.
- The record contains only 2 works, both 2026 arXiv preprints without peer-review venue information, so all scores and narratives reflect a very early snapshot.
- Per-paper author lists beyond position labels, citation counts, and per-paper coauthor attribution were not provided in the input data.