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The Sensorimotor Norms for the Chinese Classifiers

Summary

Sensorimotor norms already exist for Mandarin nouns, adjectives and verbs. Numeral classifiers, a grammatical category that sorts nouns by properties such as shape, size or manipulability, had not been covered. The authors build the first large-scale sensorimotor database for Chinese classifiers. They compiled 357 classifiers from Xiandai Hanyu Cidian, Hanyu Liangci Xiangjie yu Suyuan Cidian and the CCL Corpus, then had linguistics students verify the list. Native Mandarin speakers rated each classifier on a 0–5 scale across 11 dimensions: six perceptual (vision, hearing, taste, smell, touch, interoception) and five action effectors (foot/leg, hand/arm, mouth/throat, head, torso). Ratings were collected via online questionnaires that followed earlier Chinese norming designs. The resulting per-classifier profiles map systematically onto classifier meanings. The authors read this as evidence that classifiers carry embodied perceptual and motor content and are not merely syntactic markers. The resource is intended to support psycholinguistic, neurocognitive and computational work on Chinese semantics and the debate over how classifiers are selected.

Key points

  • The database covers 357 classifiers. It includes verbal classifiers and archaic or idiom-bound items, but excludes measurement units (e.g., 毫升) and transliterations (e.g., 打 'dozen').
  • 523 university-level participants were recruited. The final norms draw on ratings from 288 native speakers, and screening questions on orthography, radicals and word meaning checked language competence.
  • Classifiers were split into 24 lists of 14–15 items, and each participant rated only one list to reduce fatigue. Questionnaires were hosted on the Tencent platform (wj.qq.com).
  • The 11-dimension framework builds on the Lancaster Sensorimotor Norms tradition and on prior Mandarin norming work by Chen and colleagues (2019) and by Zhong and colleagues (2022).
  • Reported analyses cover strength distributions per dimension, the dominant modality of each classifier, and modality exclusivity. The authors hypothesised that vision and hand/arm would be the most prominent dimensions.

Our summary of the paper, in our own words — not its text. The work belongs to its authors; read it at the links above.

Fields: Linguistics & languages

Cite

The paper itself, not this page. BibTeX from the library's record of the work. DOI 10.63317/2ub8kenhmi8d

@inproceedings{shao2026sensorimotor,
  title = {{The Sensorimotor Norms for the Chinese Classifiers}},
  author = {Shao, Yimei and Hsu, Yu-Yin and Huang, Chu-Ren},
  booktitle = {Proceedings of the Fifteenth Language Resources and Evaluation Conference},
  year = {2026},
  doi = {10.63317/2ub8kenhmi8d},
  url = {https://doi.org/10.63317/2ub8kenhmi8d}
}

References

29 references, 0 of them with a card of ours. ↗ leads to the work, «find» searches for one we have no id for yet.

  1. Ahrens, K., & Huang, C.-R. (2016). Classifiers. In C.-R. Huang & D. L. Shi (Eds.), A reference grammar of Chinese (pp. 169–198). Cambridge University Press. find
  2. Barsalou, L. W. (1999). Perceptions of perceptual symbols. Behavioral and Brain Sciences, 22(4), 637-660. https://doi.org/10.1017/s0140525x99532147 — [doi:10.1017/s0140525x99532147](https://doi.org/10.1017/s0140525x99532147) ↗
  3. Barsalou, L. W. (2008). Grounded cognition. Annual Review of Psychology, 59, 617-645. https://doi.org/10.1146/annurev.psych.59.1030 06.093639 — [doi:10.1146/annurev.psych.59.1030](https://doi.org/10.1146/annurev.psych.59.1030) ↗
  4. Chan, S. H. (2019). An elephant needs a head but a horse does not: An ERP study of classifier-noun agreement in Mandarin. Journal of Neurolinguistics, 52, 100852. https://doi.org/10.1016/j.jneuroling.2019.10085 2 — [doi:10.1016/j.jneuroling.2019.10085](https://doi.org/10.1016/j.jneuroling.2019.10085) ↗
  5. Chen, I. H., Zhao, Q. Q., Long, Y. F., Lu, Q., & Huang, C. R. (2019). Mandarin Chinese modality exclusivity norms. Plos One, 14(2), Article e0211336. https://doi.org/10.1371/journal.pone.0211336 — [doi:10.1371/journal.pone.0211336](https://doi.org/10.1371/journal.pone.0211336) ↗
  6. Cheng, L. L. S., & Sybesma, R. (1999). Bare and not-so-bare nouns and the structure of NP. Linguistic Inquiry, 30(4), 509-542. https://doi.org/10.1162/002438999554192 — [doi:10.1162/002438999554192](https://doi.org/10.1162/002438999554192) ↗
  7. Frankowsky, M., Ke, D., Zwitserlood, P., Michel, R., & Bölte, J. (2022). The interplay between classifier choice and animacy in Mandarin-Chinese noun phrases: an ERP study. Language Cognition and Neuroscience, 37(7), 866-882. https://doi.org/10.1080/23273798.2022.20264 20 — [doi:10.1080/23273798.2022.20264](https://doi.org/10.1080/23273798.2022.20264) ↗
  8. Huang, C. R., & Ahrens, K. (2003). Individuals, kinds and events: classifier coercion of nouns. Language Sciences, 25(4), 353-373. https://doi.org/10.1016/s0388-0001(02)00021-9 — [doi:10.1016/s0388-0001(02)00021-9](https://doi.org/10.1016/s0388-0001%2802%2900021-9) ↗
  9. Britton, J. R. (2024). Embodiment and modality exclusivity of Chinese verbs [Doctoral dissertation, The Hong Kong Polytechnic University]. PolyU Institutional Research Archive. https://theses.lib.polyu.edu.hk ↗
  10. Lynott, D., Connell, L., Brysbaert, M., Brand, J., & Carney, J. (2020). The Lancaster Sensorimotor Norms: multidimensional measures of perceptual and action strength for 40,000 English words. Behavior Research Methods, 52(3), 1271-1291. https://doi.org/10.3758/s13428-019-01316-z — [doi:10.3758/s13428-019-01316-z](https://doi.org/10.3758/s13428-019-01316-z) ↗
  11. Meng, F., & Li, R. (2011). 量词“片”的语法化 [The grammaticalization of the classifier “pian”]. 语言 研 究 [Yuyan Yanjiu / Language Research], 31(3), 66–70. find
  12. Meng, F., & Li, Y. (2014). 量词“块”的产生及其发 展演变 [The emergence and development of the classifier “kuai”]. 宁夏大学学报(人文社会 科 学 版 ) [Journal of Ningxia University (Humanities & Social Sciences Edition)], (3), 37–43. find
  13. Myachykov, A., Scheepers, C., Fischer, M. H., & Kessler, K. (2014). TEST: A tropic, embodied, and situated theory of cognition. Topics in Cognitive Science, 6(3), 442–460. https://doi.org/10.1111/tops.12024 — [doi:10.1111/tops.12024](https://doi.org/10.1111/tops.12024) ↗
  14. R Core Team. (2023). R: A language and environment for statistical computing. R Foundation for Statistical Computing. https://www.R-project.org/ ↗
  15. Speed, L. J., & Majid, A. (2020). Grounding language in the neglected senses of touch, taste, and smell. Cognitive Neuropsychology, 37(5-6), 363-392. https://doi.org/10.1080/02643294.2019.16231 88 — [doi:10.1080/02643294.2019.16231](https://doi.org/10.1080/02643294.2019.16231) ↗
  16. Tai, J. H.-Y. (1994). Chinese classifier systems and human categorization. In M. Chen, & O. Tseng (Eds.). In honor of professor william S-Y. Wang: Interdisciplinary studies on language and language change (pp. 479–494). Taipei: Pyramid Publishing Company. find
  17. Truman, A., & Kutas, M. (2024). Flexible Conceptual Representations. Cognitive Science, 48(6), e13475. https://doi.org/10.1111/cogs.13475 — [doi:10.1111/cogs.13475](https://doi.org/10.1111/cogs.13475) ↗
  18. Wang, J., Witteman, J., & Schiller, N. O. (2025). Processing of visual shape information in Chinese classifier-noun phrases. Cognitive Neuropsychology. https://doi.org/10.1080/02643294.2025.24859 74 — [doi:10.1080/02643294.2025.24859](https://doi.org/10.1080/02643294.2025.24859) ↗
  19. Wang, X. (2022). 量词“根”的词典释义探讨 [On the lexicographic definition of the classifier “gen”]. 辞 书 研 究 [Cishu Yanjiu / Lexicographical Studies], (2), 48–54. find
  20. Wang, Y. F., Witteman, J., & Schiller, N. O. (2025a). Activation of classifiers in word production: insights from lexico-syntactic probability distributions. Language Cognition and Neuroscience, 40(7), 987-1001. https://doi.org/10.1080/23273798.2025.24980 17 — [doi:10.1080/23273798.2025.24980](https://doi.org/10.1080/23273798.2025.24980) ↗
  21. Wang, Y. F., Witteman, J., & Schiller, N. O. (2025b). The role of animacy in language production: evidence from bare noun naming. Quarterly Journal of Experimental Psychology, 78(7), 1461-1473. https://doi.org/10.1177/17470218241281868 — [doi:10.1177/17470218241281868](https://doi.org/10.1177/17470218241281868) ↗
  22. Wu, Y. C., & Bodomo, A. (2009). Classifiers ≠ Determiners. Linguistic Inquiry, 40(3), 487-503. https://doi.org/10.1162/ling.2009.40.3.487 — [doi:10.1162/ling.2009.40.3.487](https://doi.org/10.1162/ling.2009.40.3.487) ↗
  23. Yao, Z., Wu, J., Zhang, Y. Y., & Wang, Z. H. (2017). Norms of valence, arousal, concreteness, familiarity, imageability, and context availability for 1,100 Chinese words. Behavior Research Methods, 49(4), 1374-1385. https://doi.org/10.3758/s13428-016-0793-2 — [doi:10.3758/s13428-016-0793-2](https://doi.org/10.3758/s13428-016-0793-2) ↗
  24. Zhong, Y., Wan, M. Y., Ahrens, K., & Huang, C. R. (2022). Sensorimotor norms for Chinese nouns and their relationship with orthographic and semantic variables. Language Cognition and Neuroscience, 37(8), 1000-1022. https://doi.org/10.1080/23273798.2022.20354 16 — [doi:10.1080/23273798.2022.20354](https://doi.org/10.1080/23273798.2022.20354) ↗
  25. Zhou, S., & Shao, J. (2014). 近义量词“条、根、道” 的三维解释与组合机制 [A three-dimensional account and combinational mechanism of the near-synonymous classifiers “tiao,” “gen,” and “dao”]. 语 言 教 学 与 研 究 [Yuyan Jiaoxue yu Yanjiu / Language Teaching and Linguistic Studies], (1), 81–88. find
  26. Zwaan, R. A., & Madden, C. J. (2005). Embodied Sentence Comprehension. In D. Pecher & R. A. Zwaan (Eds.), Grounding Cognition: The Role of Perception and Action in Memory, Language, and Thinking (pp. 224-245). Cambridge University Press. https://doi.org/10.1017/CBO9780511499968.010 11. Appendix Figu… — [doi:10.1017/cbo9780511499968.010](https://doi.org/10.1017/cbo9780511499968.010) ↗
  27. Figure 3: Distribution of dominant sensorimotor modalities across classifiers. Figure 4: Distribution of modality exclusivity across classifiers (11 dimensions). The solid curve represents the kernel density estimate, and the dashed vertical line indicates the mean exclusivity. 12. Language Resource… find
  28. Chen, F. (Ed.). 2024. Hanyu Liangci Xiangjie yu Suyuan Cidian 汉语量词详解与溯源词典 [Chinese dictionary of quantifiers/classifiers]. Yuwen Chubanshe. find
  29. CCL Corpus (Center for Chinese Linguistics, Peking University) Center for Chinese Linguistics, Peking University. 2003–present. CCL Corpus (Modern & Classical Chinese). Hosted at Center for Chinese Linguistics (Peking University). Available at: http://ccl.pku.edu.cn/ ↗

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