Claim LD06-SL-C11 (v1.0)

An analysis of MMLU found that 28% of its questions require culturally sensitive knowledge and that 84.9% of its geography questions concern North America or Europe; model rankings change depending on whether the culturally sensitive questions are included, so machine-translated versions distort multilingual comparisons.

Provenance and status

Claim type: ESTIMATE (as printed: “ESTIMATE”)
Publication status: ELIGIBLE (INSTITUTIONAL_POSITION) (as printed: “ELIGIBLE WITH INSTITUTIONAL-POSITION QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (ABSTRACT_ONLY) (as printed: “CONTENT VERIFIED ABSTRACT”; verified by: UNKNOWN)
Does not license: A judgement on multilingual benchmarks other than MMLU
Source (field 6, as printed): Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025
Source type (field 7): PREPRINT (as printed: “Preprint”)
Institutional position: AI developer-affiliated research lab (Cohere For AI) with academic co-authors
Maturity (claim evidence / publication maturity): EMERGING (as printed: “EMERGING”)
Recorded date: 2026-10-15
Currentness / correction: This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD06-SL-C11--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

“Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025” → SRC-SL-SINGH-ET-AL-GLOBAL-MMLU-ARXIV-2412-03304--v1.0 — Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025; class PREPRINT (explicit public provenance pin)

All 25 canonical Claim fields (raw values and normalized values)

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD06-SL-C11	—
2	PUBLIC-FACING CLAIM	An analysis of MMLU found that 28% of its questions require culturally sensitive knowledge and that 84.9% of its geography questions concern North America or Europe; model rankings change depending on whether the culturally sensitive questions are included, so machine-translated versions distort multilingual comparisons.	—
3	CLAIM TYPE	ESTIMATE	base_types: ESTIMATE
4	RESEARCH STRAND	A — Benchmark validity and measurement	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025	source_ids: SRC-SL-SINGH-ET-AL-GLOBAL-MMLU-ARXIV-2412-03304
7	SOURCE TYPE	Preprint	classes: PREPRINT
8	INSTITUTIONAL POSITION	AI developer-affiliated research lab (Cohere For AI) with academic co-authors	—
9	SCOPE	MMLU and translations into 42 languages	—
10	DESIGN	Annotation of cultural and regional knowledge; evaluation of models on full and subset versions	—
11	SAMPLE / DATASET	MMLU questions, annotated by professional and community annotators	—
12	MODEL / TOOL / VERSION	State-of-the-art open and proprietary models as of late 2024	—
13	COMPARATOR	Culturally sensitive versus culturally agnostic subsets	—
14	MAIN RESULT	28% of questions culturally sensitive; 84.9% of geographic questions North American or European; rankings shift between subsets	—
15	INFERENTIAL TARGET	Whether an English-made benchmark measures the same thing across languages and regions	—
16	DOES NOT LICENSE	A judgement on multilingual benchmarks other than MMLU	—
17	VERIFICATION STATE	CONTENT VERIFIED ABSTRACT	state: CONTENT_VERIFIED_PRIMARY · qualifiers: ABSTRACT_ONLY · verified_by: UNKNOWN
18	LIMITATIONS	Read in abstract only; authors’ lab develops models; the full text, checked for this point only, estimates the 28% from a 2,850-question annotated sample	—
19	CONTRADICTORY / SUPPORTING SOURCES	Compare the cultural biases found in ThaiExam: LD06-SL-C01	—
20	GEOGRAPHY / LANGUAGE	Global / multilingual	—
21	DISTRIBUTIONAL LEDGER	Benchmark content favours Western-centric knowledge	—
22	R01 / FIELD-MAP LINKS	LD-06, D4b	—
23	WHAT WOULD CHANGE THIS CLAIM?	Evidence that rankings are stable across culturally balanced subsets	—
24	PUBLICATION STATUS	ELIGIBLE WITH INSTITUTIONAL-POSITION QUALIFIER	state: ELIGIBLE · qualifiers: INSTITUTIONAL_POSITION
25	RECORDED DATE	2026-10-15	—

Field 22 references resolved against Field Map v0.2: LD-06 (LIVING_DEBATE); D4b (SUB_AREA)

Cited by Living Debate versions

LD-06 v0.1

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 8df269b8f82b90254ab17156b224cc2748f7fd1235eb1d6ff15960cb81066fa2.

Repository-authored inputs (not Drive exports)

SocioLens claim — LD06-SL-C11 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts. Block “ENTRY 11 — LD06-SL-C11” SHA-256 35aa7646005730608728aeabc230d89c2f2784692e6cdbab60665a4ed980ee75; fixture fixtures/authored/claims/LD06-SL-C11--v1.0.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD06-SL-C11 v1.0); the first version of a new Claim of the LD-06 debate
CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD06-SL-C11 v1.0" (Project Lead (Claude, AI), 2026-10-15); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts
FIELD_6_SOURCE_REFERENCE = SRC-SL-SINGH-ET-AL-GLOBAL-MMLU-ARXIV-2412-03304--v1.0 — basis: field 6 of ENTRY 11 — LD06-SL-C11 cites "Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
SOURCE_PROVENANCE_PIN = SRC-SL-SINGH-ET-AL-GLOBAL-MMLU-ARXIV-2412-03304--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Singh, Romanou, Fourrier, Adelani, Ngui, Vila-Suero et al., “Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation,” arXiv:2412.03304 (v2), 2025".