Did William Shakespeare and Thomas Kyd Write Edward III?
Paper · 2017 · David Kernot, Terry Bossomaier and Roger Bradbury
Summary
The anonymous Elizabethan play Edward III (printed 1596) has been partly credited to Shakespeare. Brian Vickers, working from trigram matches, argued that Thomas Kyd wrote most of it. The authors test this claim with RPAS, a stylometric signature built on neurolinguistic ideas. It has four parts: lexical Richness, gendered Personal Pronouns, Referential Activity Power (function-word based), and Sensory vocabulary split into five senses (VAHOG). Together these give nine dimensions per text.
Each of the play's 19 scenes becomes such a vector. The scenes are compared against three references: Kyd's The Spanish Tragedy, Shakespeare's Venus and Adonis, and Marlowe's Hero and Leander. The comparisons use visual clustering, cosine and minmax similarity, and an imposters-style check. Seriation, with a noise test, then measures how firmly the clusters hold together.
All methods agree on a "Shakespeare 5" block of scenes (3.2, 3.4, 4.6, 4.7, 4.8). Up to 14 scenes go to Kyd, including several traditionally seen as Shakespeare's. The study matters because it shows a compact, interpretable style vector cross-checked by independent methods.
Key points
- Data:
- Edward III and The Spanish Tragedy come from Project Gutenberg. The 1592 second quarto of The Spanish Tragedy was chosen to avoid passages Shakespeare may have added later.
- Scenes average 1035 words, ranging from 88 to 3720.
- Pronoun counts were normalised against an 897,000-word Shakespeare+Marlowe corpus.
- Preprocessing: Stage directions and punctuation were removed, and the text was tagged with the Stanford POS tagger.
- Similarity of the two references: Venus and Adonis and The Spanish Tragedy score low on similarity to each other (cosine 21.96%, minmax 18.29%). This makes them usable as contrasting poles.
- Seriation: The R
seriationpackage was run with six heuristics (TSP, Chen, ARSA, HC, GW, OLO). OLO gave the shortest Hamiltonian path, and the Shakespeare block stayed together afterjitternoise was added. - Attribution result:
- The four scenes usually given to Shakespeare (1.2, 2.1, 2.2, 4.4) land with Kyd.
- Scenes 4.1 and 4.2 are flagged as possible collaborations.
Interesting ideas
- I1. Three independent analyses (2-D feature plots, VSM similarity, imposters) are run, and only assignments they agree on are trusted, which reduces the bias of any single method.
- I2. A deliberately unrelated third author (Marlowe) serves as an orienting pole: in a two-author world, whatever lies far from the outsider must belong to the other author.
- I3. Several ordering heuristics are tried and the one with the shortest path is kept; random jitter is then added to see which groupings survive.
- I4. The authors pick an earlier edition of the reference play so that suspected contamination by the other candidate author cannot leak into the baseline.
- I5. Sensory vocabulary is split into five modalities (visual, auditory, haptic, olfactory, gustatory) using published modality norms, giving an interpretable, explainable feature.
For Mova
How these ideas could serve Mova, our small open language model — its files, stages and tests:
- I1 (learn): This mirrors silver data agreed by several witness parsers; disagreement zones (like scenes 10/11/18) could be routed to an LLM teacher tier.
- I2 (learn): Evaluation could include an "imposter" control corpus, checking that a model's similarity judgments move in the expected direction against a known-distant reference.
- I3 (learn): Silver labels or self-induced repair rules could be stress-tested by perturbing inputs and keeping only conclusions that stay stable under noise.
- I4 (learn): Curate treebanks and test sets for leakage, e.g. keep fable/tale QA test texts out of any data the parser or teachers saw.
- I5 (world): Modality tags on WordNet-linked lemmas could enrich entity states in the world of a text (what is seen, heard, touched) without resorting to bag-of-words.
Institutions
📚 Shelves 5 Computer Science · 9,086 works Artificial Intelligence · 8,889 works Arts and Humanities · 9,296 works Language and Linguistics · 9,206 works Literature and Literary Theory · 340 works
Cite
Cite as David Kernot, Terry Bossomaier and Roger Bradbury. 2017. Did William Shakespeare and Thomas Kyd Write Edward III?. arXiv:1801.04017 · International Journal on Natural Language Computing (IJNLC) Vol.6, No.6, December 2017.
@misc{kernot2017did,
title = {{Did William Shakespeare and Thomas Kyd Write Edward III?}},
author = {David Kernot, Terry Bossomaier and Roger Bradbury},
year = {2017},
doi = {10.5121/ijnlc.2017.6601},
eprint = {1801.04017},
archivePrefix = {arXiv},
url = {https://doi.org/10.5121/ijnlc.2017.6601}
}References
- Argamon, S., Koppel, M., Fine, J., Shimoni, A.R. (2003). Gender, genre, and Writing Style in Formal Written Texts. Text, Volume 23, Number 58, August 2003. ↗
- Argamon, S., Koppel, M., Pennebaker, J. W., &Schler, J. (2009).Automatically profiling the author of an anonymous text.Communications of the ACM, 52(2), 119-123. find
- Bruster, D. (2013). Shakespearean spellings and handwriting in the additional passages printed in the 1602 Spanish Tragedy. Notes and Queries, gjt124. ↗
- Bucci, W. (2002).The referential process, consciousness, and the sense of self.Psychoanalytic Inquiry, 22(5), 766-793. find
- Bucci, W., &Maskit, B. (2004).Building a weighted dictionary for referential activity.In Spring Symposium of the American Association for Artificial Intelligence in Palo Alto, CA, March. find
- Buchta, C., Hornik, K., &Hahsler, M. (2008).Getting things in order: an introduction to the R package seriation.Journal of Statistical Software, 25(3), 1-34. find
- Champion, L. S. (1988). ‘Answere to this perillous time’: Ideological ambivalence in the raigne of king Edward III and the english Chronicle plays. find
- Earle, D., & Hurley, C. B. (2015).Advances in dendrogram seriation for application to visualization.Journal of Computational and Graphical Statistics, 24(1), 1-25. find
- Elliott, W. E., &Valenza, R. J. (2010). Two tough nuts to crack: did Shakespeare write the ‘Shakespeare’portions of Sir Thomas More and Edward III? Part I. Literary and linguistic computing, 25(1), 67-83. find
- Farey, P. (2014).Peter Farey’s Marlowe Pagehttp://www2.prestel.co.uk/ ↗
- Farrow, J. M. (1993) The Collected Works of Shakespeare. http://sydney.edu.au/engineering/it/~matty/Shakespeare/ ↗
- Fernandino, L., Binder, J. R., Desai, R. H., Pendl, S. L., Humphries, C. J., Gross, W. L., ... & Seidenberg, M. S. (2015). Concept Representation Reflects Multimodal Abstraction: A Framework for Embodied Semantics. Cerebral Cortex, bhv020. ↗
- Hartshorne, J. K., &Germine, L. T. (2015). When Does Cognitive Functioning Peak? The Asynchronous Rise and Fall of Different Cognitive Abilities Across the Life Span. Psychological science, 0956797614567339 find
- Iqbal, F., Binsalleeh, H., Fung, B., &Debbabi, M. (2013).A unified data mining solution for authorship analysis in anonymous textual communications.Information Sciences, 231, 98-112. find
- Kernot, D. (2013). The Identification of Authors Using Cross-Document Co-Referencing http://www.unsworks.unsw.edu.au/primo_library/libweb/action/dlDisplay.do?vid=UNSWORKS&do cId=unsworks_12072. ↗
- Kernot, D. (2016) Can Three Pronouns Discriminate Identity in Writing in Data. In Sarker, R., Abbas, H., Dunstall, S., Kilby, P., Davis, R. Young, L. (eds) Data and Decision Sciences in Action: Proceedings of the Australian Society for Operations Research Conference 2016, Springer. ↗
- Kernot, D., Bossomaier, T., & Bradbury, R. (2017a).Stylometric Techniques for Multiple Author Clustering: Shakespeare’s Authorship in The Passionate Pilgrim. International Journal of Advanced Computer Science and Applications. (Accepted 14 March 2017 for Vol. 8 No. 3 March 2017). find
- Kernot, D., Bossomaier, T., & Bradbury, R. (2017b). Novel Text Analysis for Investigating Personality: Identifying the Dark Lady in Shakespeare's Sonnets (Journal of Quantitative Linguistics – accepted 18 Jan 2017). find
- Koppel, M., & Seidman, S. (2013).Automatically Identifying Pseudepigraphic Texts.In EMNLP (pp. 1449-1454). find
- Koppel, M., &Winter, Y. (2014). Determining if two documents are written by the same author.Journal of the Association for Information Science and Technology, 65(1), 178-187. find
- Lamb, A., Paul, M. J., &Dredze, M. (2013, June).Separating Fact from Fear: Tracking Flu Infections on Twitter.In HLT-NAACL (pp. 789-795). find
- Leech, N. L., &Onwuegbuzie, A. J. (2007). An array of qualitative data analysis tools: A call for data analysis triangulation. School psychology quarterly, 22(4), 557. ↗
- Liiv, I. (2010). Seriation and matrix reordering methods: An historical overview. Statistical analysis and data mining, 3(2), 70-91. ↗
- Lynott, D., & Connell, L. (2009).Modality exclusivity norms for 423 object properties. Behavior Research Methods, 41(2), 558-564. find
- Matsuo, Y., & Ishizuka, M. (2004).Keyword extraction from a single document using word co-occurrence statistical information.International Journal on Artificial Intelligence Tools, 13(01), 157-169. find
- Menhinick, E. F. (1964). A comparison of some species-individuals diversity indices applied to samples of field insects. Ecology, 859-861. ↗
- Merriam, T. (1995).Possible light on a Kyd canon.Notes and Queries, 42(3), 340-341. find
- Miller, G. A. (1995).The science of words. New York: Scientific American Library. find
- Northoff, G., Heinzel, A., de Greck, M., Bermpohl, F., Dobrowolny, H., &Panksepp, J. (2006).Self-referential processing in our brain—a meta-analysis of imaging studies on the self. Neuroimage, 31(1), 440-457. [30 ]Pennebaker, J. W. (2011). The secret life of pronouns.New Scientist, 211(2828), 42-45. find
- Pennebaker, J. W., Mehl, M. R., &Niederhoffer, K. G. (2003).Psychological aspects of natural language use: Our words, our selves. Annual review of psychology, 54(1), 547-577. find
- Rosenstein, M., Foltz, P. W., DeLisi, L. E., &Elvevåg, B. (2015).Language as a biomarker in those at high-risk for psychosis.Schizophrenia research. find
- Seidman, S. (2013). Authorship verification using the impostors method. In CLEF 2013 Evaluation Labs and Workshop-Online Working Notes. find
- Shakespeare, W., &Melchiori, G. (1998).King Edward III. Cambridge University Press. find
- Slater, E. (1988). The Problem of The Reign of King Edward III: A Statistical Approach. Cambridge University Press. find
- Stahel, W., Maechler, M. (2011). ‘Jitter’ (Add Noise) to Numbers. R Documentation (1995 – 2011) available at: http://stat.ethz.ch/R-manual/R-devel/library/base/html/jitter.html. Accessed: 2 August 2016. ↗
- Tarlinskaja, M. (2006) Shakespeare Among Others in Edward III and Sir Thomas More: From Meter to Authorship. Seattle, Washington. find
- Toutanova, K., & Manning, C. D. (2000, October). Enriching the knowledge sources used in a maximum entropy part-of-speech tagger. In Proceedings of the 2000 Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics-Volume 13 (pp. 63-70). Association for Computational Linguistics. our card
- Tweedie, F. J., &Baayen, R. H. (1998).How variable may a constant be? Measures of lexical Richness in perspective.Computers and the Humanities, 32(5), 323-352. find
- VanDantzig, S., Cowell, R. A., Zeelenberg, R., &Pecher, D. (2011). A sharp image or a sharp knife: Norms for the modality-exclusivity of 774 concept-property items. Behavior research methods, 43(1), 145-154 find
- Vickers, B. (2014). "The Two Authors of Edward III",Shakespeare Survey.Ed. Peter Holland.1st ed. Vol. 67. Cambridge: Cambridge University Press, 2014. pp. 102-118. Shakespeare Survey Online.Web. 05 March 2015. http://dx.doi.org.virtual.anu.edu.au/10.1017/SSO9781107775572.008 ↗
- Voorhees, E. M. (1998). Using WordNet for text retrieval.Fellbaum (Fellbaum, 1998), 285-303. find
- Zabelina, D. L., O’Leary, D., Pornpattananangkul, N., Nusslock, R., &Beeman, M. (2015).Creativity and sensory gating indexed by the P50: Selective versus leaky sensory gating in divergent thinkers and creative achievers. Neuropsychologia, 69, 77-84. find
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