LuminaBench
Coding benchmark / LiveCodeBench authors

LiveCodeBench — Shared Historical Cohort

Lumina VerifiedLumina checked the published sources, versions, model labels, score extraction and conversion. External evaluations were run by their publishers; Lumina has not independently rerun or reproduced them.

Pass@1

Version LCB-generation-1055-May2023-Apr2025Verified 6 November 202628 published resultsOfficial source

LiveCodeBench — Shared Historical Cohort

LuminaBench
Show
20 of 23 models · best variant per model
03006009001,2001,078o4-miniHigh1,067o3High1,066DeepSeek Reasoner1,065Gemini 2.5 Pro Preview 06 051,059Gemini 2.5 Pro Preview 05 061,051OpenReasoning-Nemotron-32B1,051EXAONE-4.0-32B1,049Qwen3-235B-A22B1,047XBai-o4-medium1,041OpenCodeReasoning-Nemotron-1.1-32B1,039Grok 3 MiniHigh1,037o3-mini-2025-01-31High1,031Gemini-2.5-Flash-05-201,027O3-Mini-2025-01-31 (Med)1,026Gemini-2.5-Flash-04-171,006Claude Opus 4998Claude Sonnet 4917DeepSeek Chat913Claude 3 5 Sonnet 20241022869GPT-4O-2024-08-06

No comparable per-task resource measurements were published. Missing metrics are omitted from their graph; quality scores remain available.

Results table

Method & coverage

Original 28-model generation export with exactly the same 1,055 questions for every model. Arithmetic mean of published per-question pass@1, no grading changes or mixed question windows. Historical cohort retained as complementary evidence, not current-generation evidence.

No comparable per-task resource measurements were published.

How the Lumina conversion works

1,000 + 75 × ((original score − 68.99813811780636) / 17.547837799039314). The result is rounded once. Scores may tie.

Frozen initial observed text-only cohort; one mean per exact publisher release/API, balancing repeated settings/routes within that release. Original score and protocol remain separate. No inferred variants or future refitting.

Calibration
livecodebench-historical-z75-v1 · experimental
Reference mean
68.99813811780636
Population SD
17.547837799039314
Coverage
Standalone benchmark.
Identity, exclusions & attribution

Original measurements and exact source settings retained; unknown API, effort and harness versions remain unknown.

Text programming problem statements and code test results.

Standalone text benchmark; no new combined index. Source identity/effort/protocol qualifications remain in Data and CSV.

All published reasoning settings, including Claude Max, are included by default. Display labels use Low and xHigh; source labels remain in the retained records.

Official source

Publisher terms. Scores and resource figures are attributed to the original publisher.