LangCode 2027 Task 2 Leaderboard

Leaderboard

Metrics, development-phase scores, and official results.

Updates
Oct 30, 2026Training and development data release; CodaBench registration opens Jan 15, 2027Test data release / evaluation begins; surprise languages revealed Jan 24, 2027Registration deadline Jan 31, 2027System submission deadline Feb 3, 2027Official results released Feb 15, 2027Shared-task paper submission deadline Mar 26, 2027Notification of acceptance Apr 16, 2027Camera-ready paper due Jun 1–5, 2027Workshop at NAACL 2027, San Francisco LangCode 2027Co-located with NAACL 2027 · June 1–5, 2027 · San Francisco, California AlsoShared Task 1: Multilingual Code Generation Feb 5, 2027Regular workshop papers due. See the Call for Papers

Metrics

Systems are ranked by macro-F1 over the classes C, so a detector cannot win by favoring the majority class:

Two leaderboards

Main

Task languages

18 languages

Macro-F1 on held-out prompts in the 18 task languages, for Subtask A and Subtask B.

Cross-lingual

Surprise languages

Never seen in training

Macro-F1 on surprise languages revealed on Jan 15. Does your guardrail generalize?

Development phase

Oct 30, 2026 – Jan 15, 2027. Scores on the dev set appear on the CodaBench leaderboard as you submit. They are for practice and do not count toward the final ranking.

Evaluation phase: official results

Final submissions on the new test set are made on CodaBench from Jan 15 to Jan 31, 2027. The official rankings will be published here on February 3, 2027.

RankTeamSubtask ASubtask BSurprise
No results yet

How to submit: see Participate.