SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures

Nedjma Ousidhoum, Junho Myung, Carla Perez-Almendros, Jiho Jin, Amr Keleg +25 more
5/4/2026
cs.CL

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Abstract

We present our shared task on evaluating the adaptability of LLMs and NLP systems across multiple languages and cultures. The task data consist of an extended version of our manually constructed BLEnD benchmark (Myung et al. 2024), covering more than 30 language-culture pairs, predominantly representing low-resource languages spoken across multiple continents. As the task is designed strictly for evaluation, participants were not permitted to use the data for training, fine-tuning, few-shot learning, or any other form of model modification. Our task includes two tracks: (a) Short-Answer Questions (SAQ) and (b) Multiple-Choice Questions (MCQ). Participants were required to predict labels and were allowed to submit any NLP system and adopt diverse modelling strategies, provided that the benchmark was used solely for evaluation. The task attracted more than 140 registered participants, and we received final submissions from 62 teams, along with 19 system description papers. We report the results and present an analysis of the best-performing systems and the most commonly adopted approaches. Furthermore, we discuss shared insights into open questions and challenges related to evaluation, misalignment, and methodological perspectives on model behaviour in low-resource languages and for under-represented cultures.

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@article{ousidhoum2026semeval,
  title  = {SemEval-2026 Task 7: Everyday Knowledge Across Diverse Languages and Cultures},
  author = {Nedjma Ousidhoum and Junho Myung and Carla Perez-Almendros and Jiho Jin and Amr Keleg and Meriem Beloucif and Yi Zhou and Rodrigo Agerri and Vladimir Araujo and Naomi Baes and James Barry and Joanne Boisson and Nancy F. Chen and Christine de Kock and Aleksandra Edwards and Joseba Fernandez de Landa and Mohamed Fazli Imam and Huda Hakami and Shu-Kai Hsieh and Joseph Marvin Imperial and Roy Ka-Wei Lee and Zhengyuan Liu and Chenyang Lyu and Younes Samih and Johan Sjons and Bryan Tan and Asahi Ushio and Weihua Zheng and Alice Oh and Jose Camacho-Collados},
  year   = {2026},
  eprint = {2605.02601},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2605.02601v1}
}

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