Fronset Benchmark

Xiaomi MiMo V2.6 Flash at a glance

Good enough on 17/54 tasks at the Balanced step. Best value on 13 tasks. Best fit for: Topic Organization & Clustering. Doesn't qualify on any: Financial Analysis & Trading Decisions, Long-form Conten

Provider
Xiaomi MiMo
Model name
mimo-v2.6-flash
What the steps mean
Cost mode:
Qualifies on
17 / 54 tasks (at the Balanced step)
Best value on
13 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)Metadata Paragraph Rewriting — quality 7.85, this model IS the best-value good-enough option★Topic Sequence Optimization — quality 8.08, this model IS the best-value good-enough option★Capability Category Matching — quality 8.79, this model IS the best-value good-enough option★Engagement Opportunity Triage — quality 8.30, this model IS the best-value good-enough option★Public Response Generation — quality 7.87, this model IS the best-value good-enough option★Topic Cluster Labeling — quality 8.34, this model IS the best-value good-enough option★Social Post Portfolio Selection — quality 8.66, 4.6x the cost of the best-value good-enough optionProfile Pool Matching — quality 8.34, this model IS the best-value good-enough option★Content To Image Prompt Generation — quality 8.52, this model IS the best-value good-enough option★Structured Content Summarization — quality 8.05, 1.3x the cost of the best-value good-enough optionClaim Continuity Classification — quality 8.14, 3.2x the cost of the best-value good-enough optionPublication Title Package Generation — quality 8.41, this model IS the best-value good-enough option★Language Identification — quality 9.86, this model IS the best-value good-enough option★Generated Content Relevance Scoring — quality 7.97, this model IS the best-value good-enough option★Research Query Validation — quality 8.45, this model IS the best-value good-enough option★Promotional Message Generation — quality 7.87, 1.6x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.76, 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 Balanced step are plotted.

Per-task breakdown

TaskCategoryQuality (% of best)ConfidenceOverpay
Topic Cluster Labeling ★Topic Organization & Clustering94%MEDIUMbest value
Generated Content Relevance Scoring ★Relevance, Classification & Matching91%MEDIUMbest value
Profile Pool Matching ★Relevance, Classification & Matching96%MEDIUMbest value
Language Identification ★Relevance, Classification & Matching99%RANKEDbest value
Metadata Paragraph Rewriting ★Infrastructure & Utility94%HIGHbest value
Capability Category Matching ★Relevance, Classification & Matching99%MEDIUMbest value
Public Response Generation ★Social & Promotional Content93%MEDIUMbest value
Structured Output Extraction ★Structured Data & Fact Extraction98%HIGHbest value
Publication Title Package Generation ★Content Summarization & Synthesis92%HIGHbest value
Engagement Opportunity Triage ★Relevance, Classification & Matching94%MEDIUMbest value
Content To Image Prompt Generation ★Infrastructure & Utility95%RANKEDbest value
Research Query Validation ★Infrastructure & Utility98%MEDIUMbest value
Topic Sequence Optimization ★Topic Organization & Clustering91%HIGHbest value
Structured Content SummarizationContent Summarization & Synthesis91%HIGH1.3x
Promotional Message GenerationSocial & Promotional Content90%MEDIUM1.6x
Claim Continuity ClassificationRelevance, Classification & Matching94%MEDIUM3.2x
Social Post Portfolio SelectionRelevance, Classification & Matching99%RANKED4.6x

Overpay — how much more you pay by running this model instead of the best-value model that meets the quality step 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.