Benchmark Almanac

PixMo-Count

Keye-VL-2.0-30B-A3B 83.5% leads since May 2026
Fading

Models count objects in natural images and give the exact number. Scored by accuracy on the test split.

Released with the Molmo models as part of the PixMo data.

Released
September 2024
Kind
Detection and captioning
Level
Everyday
Scored
Checked automatically
Answers
Short answer
Tasks
All public
Last in a launch post
May 2026, dropped before it saturated
Last model added
June 2026
2
Models scored in lab cards
1
Launch post lists it, from 1 lab
2
System cards report it, from 2 labs

Keye-VL-2.0-30B-A3B leads with 83.5%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Keye-VL-2.0-30B-A3B 83.5%
  2. 2 STEP3-VL-10B 70.8%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Keye-VL-2.0-30B-A3B 83.5% May 2026 Lab model card
2 STEP3-VL-10B 70.8% Jan 2026 Lab model card

2 models have held number one in labs’ own numbers since its release in September 2024

Lab claims count from the day the card came out, independent runs from the model’s release.

StepFun Kuaishou
Lab claims Not tested since Jun 2026

Source: Labs’ model cards

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Keye-VL-2.0-30B-A3B STEP3-VL-10B 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Keye-VL-2.0-30B-A3B STEP3-VL-10B

Source: Labs’ model cards

Labs headline it less often now, last in May 2026

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Kuaishou
DateLaunch postScoreAs the post writes it
May 25, 2026 Keye-VL-2.0-30B-A3B 83.5 Pixmo-Count

2 system cards report it, from 2 labs

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Jun 9, 2026 Keye-VL-2.0-30B-A3B technical report 83.5 Pixmo-Count (Figure 5, printed value) Capabilities
Jan 14, 2026 STEP3-VL-10B technical report 70.8 PixMo-Count, SeRe (Tables 1 and 3). PaCoRe 71.61 Capabilities

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