LT4CPR @ AACL-IJCNLP 2026
Language Technologies for Crisis Preparedness and Response
November 9, 2026 ยท Hybrid: Hengqin, Zhuhai, China + Online
Official evaluation results

The final LT4CPR Shared Task rankings are reported below. Complete scores are available in the downloadable workbook.

Official Shared Task Leaderboard

This page reports the official LT4CPR Shared Task rankings. The Primary System Ranking uses each team's designated primary submission, while the Best System Ranking uses the highest-scoring system submitted by each team.

โ† Back to the Shared Task page

Official Primary Score = (BERTScore F1 + BLEURT) / 2
Download official results (XLSX) The workbook includes all evaluated systems and secondary metrics for use in system papers.

Primary System Ranking

Each team is ranked using the system designated as primary in its submission.

RankTeamPrimary SystemBERTScore F1BLEURTOfficial Primary Score
๐Ÿฅ‡ 1Stockmarkreport-refinement0.72690.63620.6816
๐Ÿฅˆ 2UTSv60.70090.62750.6642
๐Ÿฅ‰ 3Dyrules-v20.67390.62650.6502
4Meng-qiu in Zhongguancungrounded0.58390.60710.5955
5Amroodnemotron-120b-sitrep0.59840.54830.5733
6gogogor01g-sr0.50180.55280.5273
7BMUsystem_10.45110.51700.4841
8Neural Coderextraction-de0.50820.45140.4798
9Databaesg5-evidence-grounded0.39470.51530.4550

Best System Ranking

Each team is ranked using its highest-scoring submitted system, whether or not that system was designated primary.

RankTeamBest SystemPrimary?BERTScore F1BLEURTOfficial Primary Score
๐Ÿฅ‡ 1Stockmarkreport-refinementYes0.72690.63620.6816
๐Ÿฅˆ 2UTSv6mbrNo0.71140.62210.6667
๐Ÿฅ‰ 3Dyrules-v2Yes0.67390.62650.6502
4Meng-qiu in ZhongguancuncueNo0.58410.60710.5956
5Amroodnemotron-120b-sitrepYes0.59840.54830.5733
6gogogor01g-srYes0.50180.55280.5273
7BMUsystem_1Yes0.45110.51700.4841
8Neural Coderextraction-deYes0.50820.45140.4798
9Databaesg5-evidence-groundedYes0.39470.51530.4550

Scores are rounded to four decimal places for display. Rankings use the unrounded official scores. The organizer baseline is available in the downloadable workbook but is not included in participant rankings.