mlsanityData to 14 Oct 2026

Macaron: Controlled, Human-Written Benchmark for Multilingual and Multicultural Reasoning via Template-Filling

arXiv 2602.10732 ↗First posted 11 Feb 2026cs.CLcited by 0

On the map: LLM reasoning → Reasoning benchmarks and evaluation

Abstract (arXiv)

Multilingual benchmarks rarely test reasoning over culturally grounded premises: translated datasets keep English-centric scenarios, while culture-first datasets often lack control over the reasoning required. We propose Macaron, a template-first benchmark that factorizes reasoning type and cultural aspect across question languages. Using 100 language-agnostic templates that cover 7 reasoning types, 22 cultural aspects, native annotators create scenario-aligned English and local-language multiple-choice questions, and systematically derived True/False questions. Macaron contains 11,862 instances spanning 20 countries/cultural contexts, 10 scripts, and 20 languages and dialects (including low-resource ones like Amharic, Yoruba, Zulu, Kyrgyz, and some Arabic dialects). In zero-shot evaluation of 21 multilingual LLMs, reasoning-mode models achieve the strongest performance (80.8% overall) and near-parity between English and local languages, while open-weight models degrade substantially in local languages and often approach chance on T/F tasks. Culture-grounded mathematical and counting templates are consistently the hardest. The data can be accessed here https://huggingface.co/datasets/AlaaAhmed2444/Macaron.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Placed in Reasoning benchmarks and evaluation, one of 17 directions in LLM reasoning. Builds on 25 of its 45 references that are in the map. First posted on arXiv 11 Feb 2026.

Builds on

25 of 45 references.

Closest ancestors · 6

Same direction, newest first

  1. 2025MultiNRC: A Challenging and Native Multilingual Reasoning Evaluation Benchmark for LLMs23 Jul
  2. 2025Qwen3 Technical Report14 May
  3. 2025MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation13 Mar
  4. 2025Commonsense Reasoning in Arab Culture18 Feb
  5. 2024DeepSeek-V3 Technical Report27 Dec
  6. 2023CRoW: Benchmarking Commonsense Reasoning in Real-World Tasks23 Oct

Other references · 19

  1. 2023GPT-4 Technical Reportcited by 18,396
  2. 2024The Llama 3 Herd of Modelscited by 14,715
  3. 2020Measuring Massive Multitask Language Understandingcited by 7,963
  4. 2024Qwen2.5 Technical Reportcited by 4,942
  5. 2018Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challengecited by 4,886
  6. 2019HellaSwag: Can a Machine Really Finish Your Sentence?cited by 4,100
  7. 2025Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilitiescited by 3,796
  8. 2022Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language modelscited by 1,998
  9. 2024MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmarkcited by 1,848
  10. 2015Towards AI-Complete Question Answering: A Set of Prerequisite Toy Taskscited by 314
  11. 2019WinoGrande: An Adversarial Winograd Schema Challenge at Scalecited by 204
  12. 2024Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluationcited by 191
7 more
  1. 2024Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontiercited by 129
  2. 2024Aya 23: Open Weight Releases to Further Multilingual Progresscited by 123
  3. 2024CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmarkcited by 120
  4. 2023M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Modelscited by 110
  5. 2025Multilingual != Multicultural: Evaluating Gaps Between Multilingual Capabilities and Cultural Alignment in LLMscited by 39
  6. 2025Localized Cultural Knowledge is Conserved and Controllable in Large Language Modelscited by 20
  7. 2025Disentangling Language and Culture for Evaluating Multilingual Large Language Modelscited by 16

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