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metaphi-ai commited on Mar 24

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   | Agent | Occupation | Complexity | Scale | What It Tests | Verifiers |
   |-------|--------|-------|-------|------------|--------|
-  | **[Fin Agent](link)** | Credit analyst | 32+ expert hours | 2,610 tasks, 26K+ PDFs | Multiple document reasoning → taxonomy aware transaction categorization → Business P&L construction  | Binary pass/fail |
-  | **[Enterprise Knowledge Agent](link)** |  Senior business analyst | 16+ expert hours| 1,220 pitch-deck tasks, 45 video tasks, 279 preference pairs | Source faitfhulness → narrative arc based story-telling --> design coherenece| Precision, Recall on citation. Subjective on video preference |
-  | **[Front-end Agent](link)** | Senior Frontend engineer | 60-100 expert hours | 37 tasks, 147 expert preferences | Figma environment navigation → design system creation → build verification  | Subjective on output preference |
 ## Leaderboard

   | Agent | Occupation | Complexity | Scale | What It Tests | Verifiers |
   |-------|--------|-------|-------|------------|--------|
+  | **[Fin Agent](link)** | Credit analyst | 32+ expert hours | 2,610 tasks, 26K+ PDFs | Multiple document reasoning → taxonomy aware transaction categorization → Business P&L construction  | Programmatic: Binary pass/fail |
+  | **[Enterprise Knowledge Agent](link)** |  Senior business analyst | 16+ expert hours| 1,220 pitch-deck tasks, 45 video tasks, 279 preference pairs | Source faitfhulness → narrative arc based story-telling --> design coherenece| Skill-based rubrics and Preference-pairs |
+  | **[Front-end Agent](link)** | Senior Frontend engineer | 60-100 expert hours | 37 tasks, 147 expert preferences | Figma environment navigation → design system creation → build verification  | Skill-based rubrics and Preference-pairs |
 ## Leaderboard