RESEARCH

NLP

Quantifying the Semantic Core of Gender Systems

October 09, 2019

Abstract

Many of the world’s languages employ grammatical gender on the lexeme. For example, in Spanish, the word for "house (casa) is feminine, whereas the word for "paper" (papel) is masculine. To a speaker of a genderless language, this assignment seems to exist with neither rhyme nor reason. But is the assignment of inanimate nouns to grammatical genders truly arbitrary? We present the first large-scale investigation of the arbitrariness of noun–gender assignments. To that end, we use canonical correlation analysis to correlate the grammatical gender of inanimate nouns with an externally grounded definition of their lexical semantics. We find that 18 languages exhibit a significant correlation between grammatical gender and lexical semantics.

Download the Paper

AUTHORS

Written by

Adina Williams

Ryan Cotterell

Damian Blasi

Hanna Wallach

Lawrence Wolf-Sonkin

Publisher

EMNLP

Related Publications

July 17, 2026

CONVERSATIONAL AI

REINFORCEMENT LEARNING

Learning to Reason by Analogy via Retrieval-Augmented Reinforcement Fine-Tuning

Zilin Xiao, Qi Ma, Jason Chen, Xintao Chen, Avinash Atreya, Hanjie Chen, Vicente Ordonez

July 17, 2026

July 13, 2026

AR/VR

RESEARCH

S-EMBER: A Large-Scale Benchmark for Streaming Egocentric Memory Retrieval

Xiaodong Wang, Xuanyi Zhao, Pedro Rodriguez, Devendra Singh Sachan, Barlas Oguz, Seungwhan Moon, Shang-Wen Li, Gargi Ghosh, Xin Dong, Wen-Tau Yih

July 13, 2026

July 03, 2026

HUMAN & MACHINE INTELLIGENCE

ROBOTICS

Interpreting Physics in Video World Models

Sonia Joseph, Quentin Garrido, Randall Balestriero, Matthew Kowal, Thomas Fel, Shahab Bakhtiari, Blake Richards, Mike Rabbat

July 03, 2026

June 05, 2026

CONVERSATIONAL AI

RANKING AND RECOMMENDATIONS

Superintelligent Retrieval Agent: The Next Frontier of Agentic Retrieval

Zeyu Yang, Qi Ma, Jason Chen, Anshumali Shrivastava

June 05, 2026

Help Us Pioneer The Future of AI

We share our open source frameworks, tools, libraries, and models for everything from research exploration to large-scale production deployment.