ModelCap

Current AI model comparison

Exact identities · public evidence

IFM

K2 Horizon MoVA 36B A4B

Position

#74

Index

52.6

Estimated

global-corpus-prior over 188 held-out anchors (63%); launch card against 4 resolved peers on 8 rows (37%); exceeds every named peer on 2 of 8 rows; optimism haircut 1.82 from cross-lab-probe; shrunk 0.4 up toward the measured corpus

Comparison side 1

InclusionAI

Ling 3.0 Flash

Position

#75

Index

52.5

Estimated

4 reported rows against measured corpus ladders (50%); publisher-corpus-prior over 188 held-out anchors (50%); shrunk 3.8 toward the measured corpus

Comparison side 2

Output / 1M

Unavailable

vs $0.063

Context

vs 262K

Weights

Open weights

vs Open weights