Fronset Benchmark

Qwen 3.7 Plus at a glance

Good enough on 23/54 tasks at the 90% bar. Best value on 3 tasks. Best fit for: Social & Promotional Content.

Provider
Alibaba Cloud (DashScope)
Model name
qwen3.7-plus
Cost mode:
Qualifies on
23 / 54 tasks (at 90% bar)
Best value on
3 tasks

Cost vs quality across all tasks

0%25%50%75%100%78910Quality score (7–10)Cost-efficiency vs best value (1.0 = best value)Public Response Generation — quality 7.69, 20.5x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.06, 12.9x the cost of the best-value good-enough optionModel Specific Prompt Adaptation — quality 8.66, 14.8x the cost of the best-value good-enough optionGenerated Content Relevance Scoring — quality 8.95, 6.1x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.72, 21.8x the cost of the best-value good-enough optionBatch Text Translation — quality 8.92, 20.6x the cost of the best-value good-enough optionBench Hypothesis Post Generation — quality 8.48, 21.9x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.37, 15.6x the cost of the best-value good-enough optionReport Executive Summary Generation — quality 8.18, 7.1x the cost of the best-value good-enough optionFactual Claim Refinement — quality 8.32, 7.1x the cost of the best-value good-enough optionLanguage Identification — quality 9.90, 38.0x the cost of the best-value good-enough optionBench Article Hypothesis Generation — quality 8.40, this model IS the best-value good-enough option★Profile Pool Matching — quality 7.86, 9.7x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.70, 25.2x the cost of the best-value good-enough optionTopic Section Assignment — quality 7.69, 6.0x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.34, 22.7x the cost of the best-value good-enough optionCommunity Content Promotion Generation — quality 7.75, this model IS the best-value good-enough option★Subject Configuration Generation — quality 8.69, 4.3x the cost of the best-value good-enough optionResearch Community Selection — quality 7.60, 1.6x the cost of the best-value good-enough optionMulti Perspective Decision Synthesis — quality 8.28, 3.4x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.13, 7.5x the cost of the best-value good-enough optionPublication Title Package Generation — quality 8.46, 16.7x the cost of the best-value good-enough optionTopic Taxonomy Matching — quality 7.86, this model IS the best-value good-enough option★

within ~1.3× of the best-value model · 1.3–2× · >2× · ★ this model is the best-value pick on that task. Top-right = best quadrant. Only tasks where this model qualifies at the 90% bar are plotted.

Per-task breakdown

TaskCategoryQuality (% of best)ConfidenceOverpay
Bench Article Hypothesis Generation ★Evidence-Grounded Hypothesis Generation96%RANKEDbest value
Topic Taxonomy Matching ★Relevance, Classification & Matching90%MEDIUMbest value
Community Content Promotion Generation ★Social & Promotional Content90%HIGHbest value
Research Community SelectionRelevance, Classification & Matching98%MEDIUM1.6x
Multi Perspective Decision SynthesisFinancial Analysis & Trading Decisions94%RANKED3.4x
Subject Configuration Generation bestFinancial Analysis & Trading Decisions100%RANKED4.3x
Topic Section AssignmentTopic Organization & Clustering94%MEDIUM6x
Generated Content Relevance Scoring bestRelevance, Classification & Matching100%HIGH6.1x
Factual Claim RefinementInfrastructure & Utility96%HIGH7.1x
Report Executive Summary GenerationContent Summarization & Synthesis95%RANKED7.1x
Topic Cluster LabelingTopic Organization & Clustering91%MEDIUM7.5x
Profile Pool MatchingRelevance, Classification & Matching90%MEDIUM9.7x
Voice Profile GenerationLong-form Content Generation94%RANKED13x
Model Specific Prompt AdaptationInfrastructure & Utility97%MEDIUM15x
Content To Image Prompt GenerationInfrastructure & Utility94%RANKED16x
Publication Title Package GenerationContent Summarization & Synthesis93%RANKED17x
Public Response GenerationSocial & Promotional Content91%HIGH21x
Batch Text TranslationInfrastructure & Utility96%RANKED21x
Structured Output ExtractionStructured Data & Fact Extraction98%RANKED22x
Bench Hypothesis Post GenerationSocial & Promotional Content96%RANKED22x
Social Post Portfolio SelectionRelevance, Classification & Matching96%RANKED23x
Engagement Opportunity TriageRelevance, Classification & Matching98%RANKED25x
Language IdentificationRelevance, Classification & Matching98%RANKED38x

Overpay — how much more you pay by running this model instead of the best-value model that clears the quality bar on that task (marked ★). "16x" means you overpay 16× — the same output for 16× the best-value good-enough option; ★ means this model is that option (no overpayment). Confidence — how sure we are about the quality score (more judgments + more agreement = higher confidence): RANKED many independent judges scored this model's outputs and their agreement is very high (most confident) — HIGH many judges have scored it and they mostly agree (well-pinned) — MEDIUM enough judges have weighed in to publish, but they disagree more than we'd like (treat with a small grain of salt). LOW-confidence cells are hidden everywhere on the site. See the methodology for the exact thresholds.