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Shared benchmarks · 16
Current leader · Qwen3 VL 235B A22B (Reasoning)
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Current frameBest for this use caseCoding copilot · All public sources
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Qwen3 VL 235B A22B (Reasoning)
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Compare · Coding copilot · best for this use case

Qwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.

Qwen3 VL 235B A22B (Reasoning)no clear runner-up
Verified and stable

The main warning is thinner evidence on Coding.

Shared tests
16
Close calls
0
Sources
All public
Open evidence pageInspect disagreement
Decision detail

Read this page as a workspace for choosing between top models, not as a universal crown. The current frame is Coding copilot under best for this use case.

Why the leader is ahead
Chat / text · Reasoning / math / science
Where the evidence is thin
0 close-call benchmarks and 116 missing missing leader rows keep this from reading as settled.
What to do next
Inspect decisive benchmarks first, then open the disagreement page or head-to-head pages if the top line still feels too narrow.
Open evidence pageInspect benchmark disagreement
16 of 132 benchmarks
Intelligence Index
AA · index
Text · Chat / text
1357.8%
exact aliasverified runtime
Row details
Raw value
13
Percentile
57.8%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Time to first token
AA · s
Text · Chat / text
2.92s47%
exact aliasverified runtime
Row details
Raw value
2.92s
Percentile
47%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Output Speed
AA · tokens/s
Text · Chat / text
55.5 tokens/s22.1%
exact aliasverified runtime
Row details
Raw value
55.5 tokens/s
Percentile
22.1%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Time to first answer token
AA · s
Text · Chat / text
38.98s25.2%
exact aliasverified runtime
Row details
Raw value
38.98s
Percentile
25.2%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Input price
AA · /1M input tokens
Text · Chat / text
$0.4 /1M input tokens54.2%
exact aliasverified runtime
Row details
Raw value
$0.4 /1M input tokens
Percentile
54.2%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Output price
AA · /1M output tokens
Text · Chat / text
$4 /1M output tokens36.4%
exact aliasverified runtime
Row details
Raw value
$4 /1M output tokens
Percentile
36.4%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
GPQA
AA · %
Text · Reasoning / math / science
77.2%68.6%
exact aliasverified runtime
Row details
Raw value
77.2%
Percentile
68.6%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Humanity's Last Exam
AA · %
Text · Reasoning / math / science
11.9%61.8%
exact aliasverified runtime
Row details
Raw value
11.9%
Percentile
61.8%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
CritPt
AA · %
Text · Reasoning / math / science
0%50.1%
exact aliasverified runtime
Row details
Raw value
0%
Percentile
50.1%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Terminal-Bench Hard
AA · %
Code · Coding
11.4%55.7%
exact aliasverified runtime
Row details
Raw value
11.4%
Percentile
55.7%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
Tau2-Bench Telecom
AA · %
Text · Search / tool use
54.1%61.4%
exact aliasverified runtime
Row details
Raw value
54.1%
Percentile
61.4%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
AA-Omniscience accuracy
AA · %
Text · Chat / text
20.9%53.2%
exact aliasverified runtime
Row details
Raw value
20.9%
Percentile
53.2%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.94)
Source label
Qwen3 VL 235B A22B (Reasoning)
Source row
n/a
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Decisive benchmarks

What is doing the visible work

No decisive benchmark
The shared tests are too split or too sparse for a clean separator.
Decision pressure

What changes the winner

Qwen3 VL 235B A22B (Reasoning)
116 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

Qwen3 VL 235B A22B (Reasoning)
Missing visible evidence on this compare surface
116
Preset interpretation

How this weighting reads the field

The current decision mode is grounded in the Coding copilot preset. This keeps the compare page connected to a visible use case instead of an unspoken “overall winner” claim.

score = 1.45 × coding + 1.05 × reasoning math science + 0.80 × long contextcoverage floor = 55% · recency window = 120 days
Qwen3 VL 235B A22B (Reasoning)
Qwen
66.4%
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Model compareQwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.

Report/artifacts/compare?models=qwen3-vl-235b-a22b-reasoning&mode=best-for-this-use-case&preset=coding-copilot
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Neutral analystLead with the recommendation, then attach the reason and warning.Qwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.
ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Qwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.
Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · Qwen3 VL 235B A22B (Reasoning)
Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Qwen3 VL 235B A22B (Reasoning)
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HeadlineQwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.
WhyThe visible source data changed enough to change the recommendation.
Warning0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Source link/artifacts/compare?models=qwen3-vl-235b-a22b-reasoning&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
Qwen3 VL 235B A22B (Reasoning) leads this compare set for coding copilot.
The visible source data changed enough to change the recommendation.
Warning: 0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Source data: /artifacts/compare?models=qwen3-vl-235b-a22b-reasoning&mode=best-for-this-use-case&preset=coding-copilot
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Reading guide

How to read this workspace

Who wins most oftenBenchmarks with one clear percentile leader.Missing evidenceBenchmarks where a top model has no visible score.Decision readA public claim tied to an explicit use case and source filter.