@inproceedings{tatariya-etal-2025-interplay,
title = "On the Interplay between Positional Encodings, Morphological Complexity, and Word Order Flexibility",
author = "Tatariya, Kushal and
Poelman, Wessel and
de Lhoneux, Miryam",
editor = "Inui, Kentaro and
Sakti, Sakriani and
Wang, Haofen and
Wong, Derek F. and
Bhattacharyya, Pushpak and
Banerjee, Biplab and
Ekbal, Asif and
Chakraborty, Tanmoy and
Singh, Dhirendra Pratap",
booktitle = "Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics",
month = dec,
year = "2025",
address = "Mumbai, India",
publisher = "The Asian Federation of Natural Language Processing and The Association for Computational Linguistics",
url = "https://preview.aclanthology.org/ingest-ijcnlp-aacl/2025.ijcnlp-long.95/",
pages = "1761--1778",
ISBN = "979-8-89176-298-5",
abstract = "Language model architectures are predominately first created for English and afterwards applied to other languages. This can lead to problems for languages that are structurally different from English. We study one specific architectural choice: positional encodings. We do this through the lens of the trade-off hypothesis: the supposed interplay between morphological complexity and word order flexibility. This hypothesis states there exists a trade-off between the two: a more morphologically complex language can have a more flexible word order, and vice-versa. Positional encodings are a direct target to investigate the implications of this hypothesis in relation to language modelling. We pre-train and evaluate three monolingual model variants with absolute, relative and no position encodings for seven typologically diverse languages and evaluate on four downstream tasks. We fail to find a consistent trend with various proxies for morphological complexity and word order flexibility. Our work shows choice of tasks, languages, and metrics are essential for drawing stable conclusions."
}Markdown (Informal)
[On the Interplay between Positional Encodings, Morphological Complexity, and Word Order Flexibility](https://preview.aclanthology.org/ingest-ijcnlp-aacl/2025.ijcnlp-long.95/) (Tatariya et al., IJCNLP-AACL 2025)
ACL