Model breakdown
Qwenqwen/qwen3-vl-235b-a22b-instruct
Profile
Qwen3-VL 235BQwen
Release
2025-09-23Available on OpenRouter
Specs
235B total / 22B activated262,144 tokens
Capabilities
Text + ImageFrontier multimodal reasoning, visual agents, and document understanding
Training
Not publicly disclosedQwen
Rank#40
-939.9alignment score
72.3%crowd match
Mean gap27.7%
Human match72.3%
Best fitBacon Lettuce Tomato
Average vote59.3%
59.3%model yes
62.8%human yes
Workload2K evals
2Kevals
100iterations
1.5Mtokens
Photo-by-photo

Model Results

Breaking down how close the model answered each question, compared to humans.

Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap3.7%
Model readLeans yes
Dodge Van
Photo 02Dodge Van
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap7.0%
Model readLeans no
Sub Sandwich
Photo 03Sub Sandwich
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap5.5%
Model readLeans yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap40.9%
Model readLeans no
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap4.4%
Model readLeans yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap54.2%
Model readLeans no
Hamburger
Photo 08Hamburger
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap27.0%
Model readLeans yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap40.6%
Model readLeans yes
Hot Dog
Photo 10Hot Dog
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap39.8%
Model readLeans no
Qwenqwen/qwen3-vl-235b-a22b-instruct
88.0% yes12.0% no
Gap22.4%
Model readLeans yes
Avocado Tea
Photo 12Avocado Tea
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap7.2%
Model readLeans yes
Panini
Photo 13Panini
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap7.6%
Model readLeans yes
Cookie PB
Photo 14Cookie PB
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap51.5%
Model readLeans no
Chicken Wrap
Photo 15Chicken Wrap
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap22.6%
Model readLeans no
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap66.3%
Model readLeans no
Sloppy Joe
Photo 17Sloppy Joe
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap20.6%
Model readLeans yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
Gap29.8%
Model readLeans no
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
Gap44.3%
Model readLeans yes
Bagel PB&J
Photo 20Bagel PB&J
Qwenqwen/qwen3-vl-235b-a22b-instruct
97.0% yes3.0% no
Gap50.4%
Model readLeans yes
PhotoVote SplitHuman responseGapRead
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
3.7%absolute gap
Leans yesPeople mostly said yes
Dodge Van
Photo 02Dodge Van
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
7.0%absolute gap
Leans noPeople mostly said no
Sub Sandwich
Photo 03Sub Sandwich
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
5.5%absolute gap
Leans yesPeople mostly said yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
40.9%absolute gap
Leans noHuman knife-edge
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
4.4%absolute gap
Leans yesPeople mostly said yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
8.3%absolute gap
Leans yesPeople mostly said yes
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
54.2%absolute gap
Leans noHuman knife-edge
Hamburger
Photo 08Hamburger
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
27.0%absolute gap
Leans yesSplit concept
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
40.6%absolute gap
Leans yesHuman knife-edge
Hot Dog
Photo 10Hot Dog
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
39.8%absolute gap
Leans noSplit concept
Qwenqwen/qwen3-vl-235b-a22b-instruct
88.0% yes12.0% no
22.4%absolute gap
Leans yesSplit concept
Avocado Tea
Photo 12Avocado Tea
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
7.2%absolute gap
Leans yesPeople mostly said yes
Panini
Photo 13Panini
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
7.6%absolute gap
Leans yesPeople mostly said yes
Cookie PB
Photo 14Cookie PB
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
51.5%absolute gap
Leans noHuman knife-edge
Chicken Wrap
Photo 15Chicken Wrap
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
22.6%absolute gap
Leans noSplit concept
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
66.3%absolute gap
Leans noSplit concept
Sloppy Joe
Photo 17Sloppy Joe
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
20.6%absolute gap
Leans yesSplit concept
Qwenqwen/qwen3-vl-235b-a22b-instruct
0.0% yes100.0% no
29.8%absolute gap
Leans noSplit concept
Qwenqwen/qwen3-vl-235b-a22b-instruct
100.0% yes0.0% no
44.3%absolute gap
Leans yesHuman knife-edge
Bagel PB&J
Photo 20Bagel PB&J
Qwenqwen/qwen3-vl-235b-a22b-instruct
97.0% yes3.0% no
50.4%absolute gap
Leans yesHuman knife-edge
qwen/qwen3-vl-235b-a22b-instruct Sandwich Benchmark Breakdown | opensandwich.ai