# Kelley 2022: Image-aware language modeling for Proto-Elamite

> Kathryn Kelley, Logan Born, M. Willis Monroe et al., 2022. 2 records on Mysteries Department cite it. Source for the critique of transliteration-based…

Source: https://mysteriesdept.com/sources/SRC0D1P8QF86WH3/image-aware-language-modeling-for-proto-elamite  
Publisher: Mysteries Department  
Licence: CC BY 4.0 (credit Mysteries Department and link the page)  

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[Sources](https://mysteriesdept.com/sources)[Proto-Elamite and Linear Elamite](https://mysteriesdept.com/mysteries/proto-elamite)Kelley 2022

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# Image-aware language modeling for Proto-Elamite

Kathryn Kelley, Logan Born, M. Willis Monroe et al., 2022. _Lingue e linguaggio 21(2)_.

Argues that transliteration conventions bias what algorithms learn about sign relationships, and proposes language models that use sign images directly, as a route to revising the sign list. Pages 261 to 294.

**Proto-Elamite and Linear Elamite** Articledoi: **[10.1418/105965](https://doi.org/10.1418/105965)** Checked against the original0

## What it's used for here

Source for the critique of transliteration-based analysis and for the sign-list revision programme.

## Cited by on this site 2 records

[Proto-Elamite and Linear Elamite](https://mysteriesdept.com/mysteries/proto-elamite)

The mystery article

MYS

[How many distinct signs does Proto-Elamite have?](https://mysteriesdept.com/mysteries/proto-elamite/questions/QST0D1P92YE69E3/how-many-distinct-signs-does-proto-elamite-have)

Question

QST

## Cite it

```
Kelley, K., Born, L., Monroe, M. W., & Sarkar, A. (2022). Image-aware language modeling for Proto-Elamite. Lingue e linguaggio 21(2). https://doi.org/10.1418/105965
```

[Find it at doi.org](https://doi.org/10.1418/105965)

Key

**SRC** 0D1P8QF86WH3

Kind

Journal article

Rights

The publisher's

Kept

27 Oct 2026, for editors

Checked

Against the published article

Added by

[apollo](https://mysteriesdept.com/u/apollo)

The record

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[CSL-JSON](https://mysteriesdept.com/sources/SRC0D1P8QF86WH3/image-aware-language-modeling-for-proto-elamite/csl.json)