Global PIQA: Evaluating Physical Commonsense Reasoning Across 100+ Languages and Cultures
Abstrak
To date, there exist almost no culturally-specific evaluation benchmarks for large language models (LLMs) that cover a large number of languages and cultures. In this paper, we present Global PIQA, a participatory commonsense reasoning benchmark for over 100 languages, constructed by hand by 335 researchers from 65 countries around the world. The 116 language varieties in Global PIQA cover five continents, 14 language families, and 23 writing systems. In the non-parallel split of Global PIQA, over 50% of examples reference local foods, customs, traditions, or other culturally-specific elements. We find that state-of-the-art LLMs perform well on Global PIQA in aggregate, but they exhibit weaker performance in lower-resource languages (up to a 37% accuracy gap, despite random chance at 50%). Open models generally perform worse than proprietary models. Global PIQA highlights that in many languages and cultures, everyday knowledge remains an area for improvement, alongside more widely-discussed capabilities such as complex reasoning and expert knowledge. Beyond its uses for LLM evaluation, we hope that Global PIQA provides a glimpse into the wide diversity of cultures in which human language is embedded.
Topik & Kata Kunci
Penulis (338)
Tyler A. Chang
Catherine Arnett
Abdelrahman Eldesokey
Abdelrahman Sadallah
Abeer Kashar
Abolade Daud
Abosede Grace Olanihun
Adamu Labaran Mohammed
Adeyemi Praise
Adhikarinayum Meerajita Sharma
Aditi Gupta
Afitab Iyigun
Afonso Simplício
Ahmed Essouaied
Aicha Chorana
Akhil Eppa
Akintunde Oladipo
Akshay Ramesh
Aleksei Dorkin
Alfred Malengo Kondoro
Alham Fikri Aji
Ali Eren Çetintaş
Allan Hanbury
Alou Dembele
Alp Niksarli
Álvaro Arroyo
Amin Bajand
Amol Khanna
Ana Chkhaidze
Ana Condez
Andiswa Mkhonto
Andrew Hoblitzell
Andrew Tran
Angelos Poulis
Anirban Majumder
Anna Vacalopoulou
Annette Kuuipolani Kanahele Wong
Annika Simonsen
Anton Kovalev
Ashvanth. S
Ayodeji Joseph Lana
Barkin Kinay
Bashar Alhafni
Benedict Cibalinda Busole
Bernard Ghanem
Bharti Nathani
Biljana Stojanovska Đurić
Bola Agbonile
Bragi Bergsson
Bruce Torres Fischer
Burak Tutar
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Cade J. Kanoniakapueo Kane
Can Udomcharoenchaikit
Catherine Arnett
Chadi Helwe
Chaithra Reddy Nerella
Chen Cecilia Liu
Chiamaka Glory Nwokolo
Cristina España-Bonet
Cynthia Amol
DaeYeop Lee
Dana Arad
Daniil Dzenhaliou
Daria Pugacheva
Dasol Choi
Daud Abolade
David Liu
David Semedo
Deborah Popoola
Deividas Mataciunas
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Dhyuthy Krishna Kumar
Diogo Glória-Silva
Diogo Tavares
Divyanshu Goyal
DongGeon Lee
Ebele Nwamaka Anajemba
Egonu Ngozi Grace
Elena Mickel
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