Atlas

Models

← All models

LFM2.5-VL-450M

Liquid AI · 2026-04-08 · 449M parameters

LFM2.5-VL-450M is Liquid AI's April 8, 2026 refresh of LFM2-VL-450M on the LFM2.5-350M backbone, with an 86M-parameter shape-optimized SigLIP2 NaFlex vision encoder that tiles large images into 512x512 patches plus a thumbnail. The card gives a 32,768-token context and nine languages. The BF16 checkpoint contains 448,718,848 parameters, and the tokenizer assigns 64,400 distinct IDs within 65,536 embedding rows.

Benchmark scores

BenchmarkScore
BFCL v4 Overall Accuracy21.1
BLINK43.9
Capability88.8
CountBenchQA73.3
IFEval - release-reported, metric unspecified61.2
InfographicVQA (val)43.0
MM-IFEval45.0
MM-Vet41.1
MMLU Pro19.3
MMMU32.7
MMStar43.0
Multi-IF34.6
OCRBench684
POPE (F1, pooled over three settings)86.9
RealWorldQA - release-reported visual perception58.4
RefCOCO-M - release-reported, metric unspecified81.3
Loading Atlas data…