← Leaderboard

Devstral Small 2 24B 4bit MLX

Retired Rank #46 of 51 · 2/8 GAUNTLET progress
Generalist — 73.5 / 100 G Agentic — pending A Understanding — pending U Needle — pending N Thinking — pending T Live — pending L Engineering — pending E Throughput — 10.2 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
73.5
A
—
U
—
N
—
T
n/d
L
—
E
—
T
10.2

Specification

Parameters
24B
Architecture
mistral3
Size on disk
14.12 GB
Quantization
4bit
Format
MLX
Runtime
LM Studio
Class
Standard
Reasoning (CoT)
No
Internal ID
M3
Mean speed
35.8 tok/s across suites
Stall census
0 stalls in 13 observed tests (0.0%)
Model card
huggingface.co

Suite results

Suite Score Avg / 20 Tests n tok/s Run
General capability (13-task real-workload suite) 1a 191.1 / 260 14.7 13/13 n=2.1 35.8 run 2026-09-02
Test Category Score tok/s
A1 Dev/Ops Scripting 14/20 33
A2 Dev/Ops Scripting 13/20 31.7
A3 Dev/Ops Scripting 9/20 33
A4 Dev/Ops Scripting 19/20 33.2
A5 Dev/Ops Scripting 15/20 33.4
A6 Dev/Ops Scripting 20/20 35.2
B1 Document Processing 19/20 35.7
B2 Document Processing 20/20 35.7
B3 Document Processing 11/20 36.4
C1 Content Production 15/20 38.1
C2 Content Production 8/20 38
C3 Content Production 16/20 30.9
C4 Content Production 12/20 31.2

Category mean Dev/Ops Scripting 15Document Processing 16.7Content Production 12.8

Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. An ADJ chip marks a cell carrying a subjective adjustment from the maintainer; the judged score is the one shown, is unchanged, and remains what the axes, ranks and tie bands are computed from. Hover for the reason. Rows with a ▶ expand to the per-test breakdown. Where fewer tests ran than the suite total, unrun tests count as zero toward the axis score. See methodology.