ModelCap

Current AI model comparison

Exact identities · public evidence

Google

gemma 4 12B it

Position

#47

Index

61.7

Estimated

publisher-corpus-prior over 194 held-out anchors (7%); launch card against 3 resolved peers on 6 rows (93%); no cross-lab optimism probe available; shrunk 0.2 up toward the measured corpus

Comparison side 1

InclusionAI

Ling 3.0 Flash VL

Position

#59

Index

57.6

Measured

1 public benchmark observation across 1 board

Comparison side 2

Output / 1M

Unavailable

vs $0.18

Context

—

vs 131K

Weights

Open weights

vs Open weights