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Checklist ROAI 2026 Selection Camp Qualifier · Task 2

Fake friends..

Separate noise from news texts and cluster the news into an unknown number of categories.

  • NLP
  • Noise detection and text clustering

The task

A database of categorised news texts was scrambled by the owner's friends: the category labels were lost and noise texts were inserted. Only the scrambled test file is available.

Subtask 1 asks whether each text is noise (1) or news (0). Subtask 2 asks for a category for every text (−1 for noise, 1…n for news), where neither the categories nor their number is known. The model BAAI/bge-small-en-v1.5 may be used.

Abridged by SOTA from the official materials. The official statement has the exact rules, and it wins wherever this summary differs.

At a glance

You get
test_data.csv containing the scrambled texts.
You submit
CSV with subtaskID (1 or 2), datapointID (text id) and answer.
Scoring
Subtask 1 (40 points): MCC; 40 at MCC ≥ 0.87, linear from 4 to 40 for 0 ≤ MCC < 0.87, 4 below 0. Subtask 2 (60 points): adjusted mutual information; 60 at AMI ≥ 0.53, linear from 6 to 60 for 0 ≤ AMI < 0.53, 6 below 0.
Rules
  • Allowed embedding model: BAAI/bge-small-en-v1.5
  • On-site at Genesis College, Bucharest, through the Nitro Contestant Cloud
  • Only the packages listed in the round rules may be used
  • Only submissions selected by the contestant count towards the final ranking
Format
ROAI 2026 qualifier for the selection camp, 8 April 2026.

Details

Year
2026, Bucharest, Romania (Genesis College)
Round
Selection Camp Qualifier · Task 2
Language
English
License
Not stated by the source