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Shared benchmarks · 50
Current leader · qwen3-235b-a22b-instruct-2507
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Current frameBest for this use caseCoding copilot · All public sources
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Compare · Coding copilot · best for this use case

qwen3-235b-a22b-instruct-2507 leads this compare set for coding copilot.

qwen3-235b-a22b-instruct-2507no clear runner-up
Thin verified coverage

The source data is visible, but a direct ranking is blocked by these rules: benchmark_derived_model

Shared tests
50
Close calls
0
Sources
All public
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
Multilingual · Professional reasoning
Where the evidence is thin
0 close-call benchmarks and 64 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.
50 of 114 benchmarks
Text Arena
AR · rating
Text · Chat / text
1,423n/a
exact aliasverified runtimeContext only
Row details
Raw value
1,423
Percentile
n/a
Last updated
recent
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Overall
LB · %
Text · Professional reasoning
48.8%n/a
exact aliasverified runtimeContext only
Row details
Raw value
48.8%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Reasoning
LB · %
Text · Reasoning / math / science
58.4%n/a
exact aliasverified runtimeContext only
Row details
Raw value
58.4%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Coding
LB · %
Code · Coding
69.6%n/a
exact aliasverified runtimeContext only
Row details
Raw value
69.6%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Agentic coding
LB · %
Code · Coding
13.3%n/a
exact aliasverified runtimeContext only
Row details
Raw value
13.3%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Mathematics
LB · %
Text · Reasoning / math / science
68%n/a
exact aliasverified runtimeContext only
Row details
Raw value
68%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Data analysis
LB · %
Text · Professional reasoning
44.7%n/a
exact aliasverified runtimeContext only
Row details
Raw value
44.7%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Language
LB · %
Text · Chat / text
66.1%n/a
exact aliasverified runtimeContext only
Row details
Raw value
66.1%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Instruction following
LB · %
Text · Chat / text
21.7%n/a
exact aliasverified runtimeContext only
Row details
Raw value
21.7%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Theory of mind
LB · %
Text · Reasoning / math / science
44.2%n/a
exact aliasverified runtimeContext only
Row details
Raw value
44.2%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Zebra puzzle
LB · %
Text · Reasoning / math / science
43.5%n/a
exact aliasverified runtimeContext only
Row details
Raw value
43.5%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
Source row
n/a
Spatial
LB · %
Text · Reasoning / math / science
84%n/a
exact aliasverified runtimeContext only
Row details
Raw value
84%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b-instruct-2507
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

qwen3-235b-a22b-instruct-2507
64 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

qwen3-235b-a22b-instruct-2507
Missing visible evidence on this compare surface
64
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
Share or publish this compare resultlinks, copy, and advanced framings
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Model compareqwen3-235b-a22b-instruct-2507 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.

Public links

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Advanced framings and X composerNeutral, contrarian, open-model, and skeptical variants
Model compare

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Neutral analystLead with the recommendation, then attach the reason and warning.qwen3-235b-a22b-instruct-2507 leads this compare set for coding copilot.
ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: qwen3-235b-a22b-instruct-2507 leads this compare set for coding copilot.
Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · qwen3-235b-a22b-instruct-2507
Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · qwen3-235b-a22b-instruct-2507
X composer

Compose a post that keeps the warning attached

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Headlineqwen3-235b-a22b-instruct-2507 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=qwen3-235b-a22b-instruct-2507&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
qwen3-235b-a22b-instruct-2507 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=qwen3-235b-a22b-instruct-2507&mode=best-for-this-use-case&preset=coding-copilot
Open in XOpen card preview
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.