Ling 3.1 Flash scores 31.6 points higher overall (42.6 vs 11.0). Ling 3.1 Flash scores higher on Newton's Mirror, with its largest category advantage in state at 600 ms.
Central placement, separate airborne black paint and the elongated crimson coating earn substantial state and placement credit. Cyan contact remains unresolved. A few isolated sphere images provide limited optical evidence, while the defining repeated mirror structure is missing. Readable opaque metallic volume and restrained paint scale justify increased material credit. Core: 61.5/170; including the floor reward: 61.5/180.
Simplified prompt
A shiny steel ball spins in a room with mirrored walls and a mirrored floor. Red, cyan and black paint float above it. Gravity suddenly switches on. Draw the scene a moment later, as the ball drops and paint begins landing on its spinning surface. Show the reflections repeating through the room.
The exact prompt is held back to prevent benchmaxxing.
Horizontal centering and a separate airborne black blob are visible. Cyan's recent contact and crimson's forward transport are insufficiently demonstrated, while sphere support remains obscured. The enlarged, lowered sphere substantially changes the composition. The wall and floor sphere images, recursive room structure and curved emitter mappings are almost entirely missing.
Simplified prompt
A shiny steel ball spins in a room with mirrored walls and a mirrored floor. Red, cyan and black paint float above it. Gravity suddenly switches on. Draw the scene a moment later, as the ball drops and paint begins landing on its spinning surface. Show the reflections repeating through the room.
The exact prompt is held back to prevent benchmaxxing.
An appealing, coherent storybook ant with a clear expression, complete silhouette and readable signal mechanism. Clean curves and warm accents support the composition, while simplified joints, schematic hardware, limited material differentiation and modest light interaction constrain its finish.
Prompt withheld
The exact prompt is held back to prevent benchmaxxing.
Glowing teal spheres and a harmonious palette provide visible strengths, but the central character remains seriously unresolved. A large gap separates head and torso, limbs cannot be traced, and scattered garment shapes fail to establish the ornate costume. The foreground mound replaces the tall enclosing arch. Clean primitive edges do not repair these construction failures.
Simplified prompt
Draw a friendly capybara floating in ornate green and white robes. A glowing halo and small floating orbs surround it, giving it the feel of a gentle fantasy guide.
The exact prompt is held back to prevent benchmaxxing.
A basic, uneven Mona Lisa interpretation with a clear facial focal point, articulated eyes and modest tonal volume. Weak likeness, oversized head proportions, unclear shoulders, curled bare arms and indistinct hands limit replication. The compressed composition and rectangular torso weaken an otherwise coherent earthy palette.
Exact prompt
Replicate mona-lisa as SVG
Make it a masterpiece, no tools allowed
A centered dark oval with sparse facial marks forms a simple graphic face, but scarcely replicates the Mona Lisa. The portrait's body, crossed hands, clothing and landscape are missing, while angular facial construction and flat tones lose its likeness, volume and subtle expression.
Exact prompt
Replicate mona-lisa as SVG
Make it a masterpiece, no tools allowed
A coherent sunset illustration with harmonious color, clean silhouettes and readable beach details. Its calm composition works well, while playful activity is modest. Simplified animal anatomy, shallow shoreline layering, repetitive foliage and a geometric reflection limit drawing sophistication and naturalism.
Exact prompt
Create an SVG of a amazing beach scene. Sunset, animals, fun, birds, reflections
Make it a masterpiece, no tools allowed
The beach is recognizable, and sweeping shoreline curves provide basic rhythm. Wildlife and playful activity remain poorly resolved, with ambiguous body construction and object contact. The sun glows without corresponding reflections or surface lighting. Fragmented subjects and an unintegrated rectangular panel substantially weaken composition and finish.
Exact prompt
Create an SVG of a amazing beach scene. Sunset, animals, fun, birds, reflections
Make it a masterpiece, no tools allowed
A dark steel room has four pillars and two warm ceiling lights. A wooden plank is placed over a computer mouse, with a blueberry on the plank above it. Draw the scene a few seconds later, showing how the objects settle and how the light, shadows and surfaces look.
The exact prompt is held back to prevent benchmaxxing.
A dark steel room has four pillars and two warm ceiling lights. A wooden plank is placed over a computer mouse, with a blueberry on the plank above it. Draw the scene a few seconds later, showing how the objects settle and how the light, shadows and surfaces look.
The exact prompt is held back to prevent benchmaxxing.
An appealing sunset cartoon with recognizable animals, expressive faces and coherent landscape layers. The sky and warm water streaks provide its strongest rendering. Ambiguous seated support, stiff forelegs, a shallow hull and an unclear steering connection limit construction. Clean shapes and readable accessories add finish, while restrained spray and flat surfaces limit material and motion effects.
Exact prompt
Generate an SVG: A raccoon sits on a dog's back while the dog steers a jet ski
Make it a masterpiece, no tools allowed
Bright colors, clean individual shapes and basic animal cues make the scene partly recognizable. Back seating, body continuity, steering and jet ski construction remain unresolved. Background gradients and wave rhythm provide some finish, but substantial anatomical, spatial and interaction weaknesses dominate.
Exact prompt
Generate an SVG: A raccoon sits on a dog's back while the dog steers a jet ski
Make it a masterpiece, no tools allowed
Compare category scores +
Category
Ling 3.1 Flash
Qwen3.5 9B
Prompt & likeness
7.5/10
2.5/10
Anatomy & construction
5.5/10
1.0/10
Space & placement
7.0/10
2.0/10
Light & reflections
7.0/10
1.0/10
Purposeful detail
7.0/10
1.5/10
Artistry & character
5.5/10
1.0/10
Materials & effects
5.5/10
1.0/10
Visual integrity
6.0/10
2.5/10
Pelican
Benchmax control
Outside General and Visual Intelligence. Excluded from the overall score for Ling 3.1 Flash and Qwen3.5 9B.
A clean, appealing pelican illustration with a readable bicycle and coherent landscape. Bill shading, feather layers and faint wheel shadows provide modest depth. Uncertain pedal contact, simplified leg construction and limited material rendering keep the result within competent illustration quality.
Exact prompt
Generate an SVG of a pelican riding a bicycle
Make it a masterpiece, no tools allowed
The oversized bill and orderly spoked wheels make the subject partly recognizable. Clean contours and strong color contrast provide graphic clarity, but unresolved appendages, steering, drivetrain and support dominate the construction. Sparse shading and detail further limit the illustration.
Exact prompt
Generate an SVG of a pelican riding a bicycle
Make it a masterpiece, no tools allowed