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Selected models · 1
Shared benchmarks · 11
Current leader · Qwen3 235B A22B
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Current frameBest for this use caseCoding copilot · All public sources
What should win?
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Qwen3 235B A22B
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Compare · Coding copilot · best for this use case

Qwen3 235B A22B leads this compare set for coding copilot.

Qwen3 235B A22Bno clear runner-up
Verified and stable

The current evidence supports a shortlist, not a single winner.

Shared tests
11
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
Reasoning / math / science · Professional reasoning
Where the evidence is thin
0 close-call benchmarks and 103 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
11 of 114 benchmarks
Text Arena
AR · rating
Text · Chat / text
1,37562.8%
exact aliasverified runtime
Row details
Raw value
1,375
Percentile
62.8%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
qwen3-235b-a22b
Source row
n/a
LegalBench
VALS-AI · %
Text · Professional reasoning
80.2%38.9%
exact aliasverified runtime
Row details
Raw value
80.2%
Percentile
38.9%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
TaxEval v2
VALS-AI · %
Text · Professional reasoning
70.6%37.4%
exact aliasverified runtime
Row details
Raw value
70.6%
Percentile
37.4%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
GPQA Diamond
VALS-AI · %
Text · Reasoning / math / science
70.2%30.3%
exact aliasverified runtime
Row details
Raw value
70.2%
Percentile
30.3%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
MMLU Pro
VALS-AI · %
Text · Reasoning / math / science
81.2%42.7%
exact aliasverified runtime
Row details
Raw value
81.2%
Percentile
42.7%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
IOI
VALS-AI · %
Code · Coding
0%0%
exact aliasverified runtime
Row details
Raw value
0%
Percentile
0%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
LiveCodeBench
VALS-AI · %
Code · Coding
70.6%37.8%
exact aliasverified runtime
Row details
Raw value
70.6%
Percentile
37.8%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
fireworks/qwen3-235b-a22b
Source row
n/a
EnigmaEval
SL · %
Text · Reasoning / math / science
57%6.7%
exact directverified runtime
Row details
Raw value
57%
Percentile
6.7%
Last updated
aging
Eligibility
headline eligible
Identity
exact (1.00)
Source label
qwen3-235b-a22b
Source row
n/a
VISTA
SL · %
Vision · Vision understanding
71%7.1%
exact directverified runtime
Row details
Raw value
71%
Percentile
7.1%
Last updated
aging
Eligibility
headline eligible
Identity
exact (1.00)
Source label
qwen3-235b-a22b
Source row
n/a
Multimodal mix
OC · %
Document · Document understanding
70.8%14.3%
exact aliasverified runtime
Row details
Raw value
70.8%
Percentile
14.3%
Last updated
recent
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
qwen3-235b
Source row
n/a
Retrieval
MTEB · ndcg
Embedding · Embeddings / retrieval
56.2 ndcg50%
exact aliasverified runtime
Row details
Raw value
56.2 ndcg
Percentile
50%
Last updated
aging
Eligibility
headline eligible
Identity
provider alias (0.92)
Source label
qwen3-235b
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
103 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

Qwen3 235B A22B
Missing visible evidence on this compare surface
103
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 235B A22B
Qwen
39.9%
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Model compareQwen3 235B A22B 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=qwen3-235b-a22b&mode=best-for-this-use-case&preset=coding-copilot
Card image/api/og?kind=compare&models=qwen3-235b-a22b&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 235B A22B leads this compare set for coding copilot.
ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Qwen3 235B A22B 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
Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Qwen3 235B A22B
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HeadlineQwen3 235B A22B 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&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
Qwen3 235B A22B 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&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.