Logan Born


2021

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Compositionality of Complex Graphemes in the Undeciphered Proto-Elamite Script using Image and Text Embedding Models
Logan Born | Kathryn Kelley | M. Willis Monroe | Anoop Sarkar
Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021

2019

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Sign Clustering and Topic Extraction in Proto-Elamite
Logan Born | Kate Kelley | Nishant Kambhatla | Carolyn Chen | Anoop Sarkar
Proceedings of the 3rd Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature

We describe a first attempt at using techniques from computational linguistics to analyze the undeciphered proto-Elamite script. Using hierarchical clustering, n-gram frequencies, and LDA topic models, we both replicate results obtained by manual decipherment and reveal previously-unobserved relationships between signs. This demonstrates the utility of these techniques as an aid to manual decipherment.

2018

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Prefix Lexicalization of Synchronous CFGs using Synchronous TAG
Logan Born | Anoop Sarkar
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

We show that an epsilon-free, chain-free synchronous context-free grammar (SCFG) can be converted into a weakly equivalent synchronous tree-adjoining grammar (STAG) which is prefix lexicalized. This transformation at most doubles the grammar’s rank and cubes its size, but we show that in practice the size increase is only quadratic. Our results extend Greibach normal form from CFGs to SCFGs and prove new formal properties about SCFG, a formalism with many applications in natural language processing.