Bars show reported task scores. Whiskers are approximate 95% intervals where standard errors are available. Different reasoning budgets are not equal-cost tests. Missing results are never zero.
Agentic coding SWE-bench Pro · version unreported · reported score · Claude Code · Refined task set with corrected problematic tasks57.60*Platform unreported Compare resultsTest conditions
Metric
reported score*
Checkpoint version
Not specified*
Harness
Claude Code*
Task set
Refined task set with corrected problematic tasks*
Multimodal software engineering SWE-MM · version unreported · reported score · Claude Code · Public SWE-bench Multimodal dev split with Opus 4.7 system-card appendix 8.3 modifications30*Platform unreported Compare resultsTest conditions
Metric
reported score*
Checkpoint version
Not specified*
Harness
Claude Code*
Task set
Public SWE-bench Multimodal dev split with Opus 4.7 system-card appendix 8.3 modifications*
Multimodal tool use ClawEval-MM · version unreported · average score · Mean benchmark score over three trials60.10*Platform unreported Compare resultsTest conditions
Metric
average score*
Checkpoint version
Not specified*
Statistic
Mean benchmark score over three trials*
Multimodal tool use ClawEval-MM · version unreported · pass@3 · At least one success in three trials57.40* %Platform unreported Compare resultsTest conditions
Metric
pass@3*
Checkpoint version
Not specified*
Statistic
At least one success in three trials*
Professional job tasks JobBench · version unreported · reported score27.60*Platform unreported Compare resultsTest conditions
Software engineering QwenSWEBench · version unreported · reported score · Claude Code · Internal · avg@359.20*Platform unreported Compare resultsTest conditions
Metric
reported score*
Checkpoint version
Not specified*
Harness
Claude Code*
Statistic
avg@3*
Timeout
8 hours*
Task set
Internal*
Maximum output
32,768*
Temperature
1.0*
Context length
256K tokens*
Visual math problem solving MathVision · version unreported · reported score · Code interpreter disabled90.30*Platform unreported Compare resultsTest conditions
Metric
reported score*
Checkpoint version
Not specified*
Tool access
Code interpreter disabled*
Annotation set
Corrected ground-truth annotations*
Prompt
Best of two prompts, with and without boxed final-answer formatting*
Visual web development Vision2Web · version unreported · reported score · Claude Code · Category average42.10*Platform unreported Compare resultsTest conditions
Metric
reported score*
Checkpoint version
Not specified*
Harness
Claude Code*
Judge
gpt-5.4-2026-03-05*
Categories
Frontend, webpage and website*
Statistic
Category average*
Recorded results
Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.
Arena text preference / chinesehuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,509.55 rating
Confidence interval: 1,497.65 – 1,521.45
2646 votes
Category
chinese
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,472.52 rating
Confidence interval: 1,466.17 – 1,478.86
12194 votes
Category
coding
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,437.82 rating
Confidence interval: 1,430.21 – 1,445.42
7794 votes
Category
creative_writing
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,458.74 rating
Confidence interval: 1,453.17 – 1,464.32
17706 votes
Category
english
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,454.20 rating
Confidence interval: 1,448.60 – 1,459.80
30935 votes
Category
exclude_ties
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,466.32 rating
Confidence interval: 1,457.30 – 1,475.33
4723 votes
Category
expert
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,471.42 rating
Confidence interval: 1,455.39 – 1,487.46
1606 votes
Category
french
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,470.20 rating
Confidence interval: 1,448.49 – 1,491.90
758 votes
Category
german
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,459.52 rating
Confidence interval: 1,454.57 – 1,464.48
28284 votes
Category
hard_prompts
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
Qwen3.7 Plus
1,460.23 rating
Confidence interval: 1,453.84 – 1,466.63
12148 votes
Category
hard_prompts_english
Evaluated configuration
Qwen3.7-Plus
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,422.30 rating
Confidence interval: 1,415.41 – 1,429.18
10017 votes
Category
industry_entertainment_and_sports_and_media
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,451.92 rating
Confidence interval: 1,441.68 – 1,462.17
3568 votes
Category
industry_legal_and_government
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,464.58 rating
Confidence interval: 1,456.88 – 1,472.28
6771 votes
Category
industry_life_and_physical_and_social_science
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,470.13 rating
Confidence interval: 1,457.31 – 1,482.96
2260 votes
Category
industry_mathematical
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,465.44 rating
Confidence interval: 1,454.07 – 1,476.81
2985 votes
Category
industry_medicine_and_healthcare
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,472.91 rating
Confidence interval: 1,467.24 – 1,478.59
17150 votes
Category
industry_software_and_it_services
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,437.73 rating
Confidence interval: 1,431.09 – 1,444.37
10852 votes
Category
industry_writing_and_literature_and_language
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,439.58 rating
Confidence interval: 1,433.67 – 1,445.49
15033 votes
Category
instruction_following
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,412.15 rating
Confidence interval: 1,388.00 – 1,436.29
678 votes
Category
japanese
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,414.41 rating
Confidence interval: 1,393.18 – 1,435.63
836 votes
Category
korean
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,454.51 rating
Confidence interval: 1,448.87 – 1,460.15
19564 votes
Category
longer_query
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,467.24 rating
Confidence interval: 1,453.55 – 1,480.92
1910 votes
Category
math
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,459.75 rating
Confidence interval: 1,451.97 – 1,467.54
7009 votes
Category
multi_turn
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,444.90 rating
Confidence interval: 1,439.84 – 1,449.96
24357 votes
Category
non_english
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,454.58 rating
Confidence interval: 1,450.26 – 1,458.90
42075 votes
Category
overall
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,449.57 rating
Confidence interval: 1,429.16 – 1,469.99
807 votes
Category
polish
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,457.94 rating
Confidence interval: 1,448.94 – 1,466.93
4669 votes
Category
russian
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
Qwen3.7 Plus
1,457.06 rating
Confidence interval: 1,439.49 – 1,474.64
1245 votes
Category
spanish
Evaluated configuration
qwen3.7-plus
Evaluation type
human preference
Run it locally
Inference · memory estimate
Qwen3.7 Plus
Closed weights. No supported local deployment or GPU requirement is published.
API cost
USD / month
Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.
Qwen3.7 Plus
Capabilities
Context window
1,000,000 tokens
Maximum output
64,000 tokens
Reasoning
Yes
Tool calling
Yes
Open weights
No
Knowledge cutoff
2025-04
Model license
Proprietary
Input modalities
text
image
video
Output modalities
text
System configuration
Detailed specifications
Specifications · 29 fields
Frontier agentic tasks Agents' Last Exam
suite
Frontier agentic tasks Agents' Last Exam
workload
pass@1
score
13.2*
Scope and conditions
Test conditions
Metric
pass@1*
Checkpoint version
Not specified*
Visual math problem solving MathVision
suite
Visual math problem solving MathVision
workload
reported score · Code interpreter disabled
score
90.3*
Scope and conditions
Test conditions
Metric
reported score*
Checkpoint version
Not specified*
Tool access
Code interpreter disabled*
Annotation set
Corrected ground-truth annotations*
Prompt
Best of two prompts, with and without boxed final-answer formatting*