Model Profile
Qwen3-235B-A22B-Thinking-2507
Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.
Identity
ID: Qwen/Qwen3-235B-A22B-Thinking-2507
Author: Qwen
Origin: huggingface_catalog
Arch: unknown
Benchmark Coverage
Scored use cases: 12
Avg confidence: 14.5%
Evidence points: 54
Raw rows: 114
Weighted rows: 15
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 50,867
Intelligence Profile
Dimension Breakdown
No eq benchmarks found
No accuracy benchmarks found
* Low confidence — limited benchmark evidence for this dimension
3/5 dimensions scored · Last updated Apr 21, 2026
Benchmark Signals
Click through to the benchmark source behind this model profile.
Galileo Agent Leaderboard v2
Avg TSQ
Normalized value 76.9% · confidence 100.0%
Strongest impact in Social post generation
galileo_agent_v2.avg_tsq · Apr 1, 2026
Galileo Agent Leaderboard v2
Insurance TSQ
Normalized value 80.0% · confidence 100.0%
Strongest impact in FNOL structuring
galileo_agent_v2.insurance_tsq · Apr 1, 2026
Galileo Agent Leaderboard v2
Insurance AC
Normalized value 41.8% · confidence 100.0%
Strongest impact in FNOL structuring
galileo_agent_v2.insurance_ac · Apr 1, 2026
SimpleQA Verified
simpleqa_verified_score_pct
Normalized value 67.0% · confidence 100.0%
Strongest impact in Thesis red teaming
simpleqa_verified.simpleqa_verified_score_pct · Apr 1, 2026
SciArena Leaderboard
rating_elo
Normalized value 62.5% · confidence 100.0%
Strongest impact in Route alternatives planning
sciarena_leaderboard.rating_elo · Apr 1, 2026
Galileo Agent Leaderboard v2
Banking AC
Normalized value 63.3% · confidence 100.0%
Strongest impact in Thesis red teaming
galileo_agent_v2.banking_ac · Apr 1, 2026
Some fit rows have limited benchmark evidence.
12 of 12 scored use cases have low confidence or thin contributor coverage.
Coverage Diagnostics
actively scoredUse-Case Scores
71
Total Measurements
114
Weighted Measurements
15
Weighted Sources
4
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Claims summary use_case.ins.claims_summary | 9.5% |
| Campaign brief use_case.mkt.campaign_brief | 9.2% |
| Product positioning and messaging use_case.mkt.product_positioning | 9.2% |
| Social post generation use_case.mkt.social_post_generation | 9.2% |
| Litigation risk memo use_case.ins.litigation_risk_memo | 8.6% |
| Ad copy variants use_case.mkt.ad_copy_variants | 8.6% |
| Personalized sales outreach use_case.mkt.sales_outreach_personalized | 8.6% |
| FNOL structuring use_case.ins.fnol_structuring | 8.5% |
| Route alternatives planning use_case.sc.route_alternatives_planning | 8.0% |
| Thesis red teaming use_case.fin.thesis_red_team | 8.0% |
| Executive briefing use_case.business.exec_briefing | 7.9% |
| Search query rewriting use_case.business.search_query_rewrite | 7.9% |