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PawBench v1.0

PawBench is a general agent benchmark released by Tongyi Lab for personal assistant and agent scenarios. It evaluates foundation models together with harnesses in one system. PawBench v1.0 builds a suite of 150 real tasks and 4,050 test units, and through a 9-model × 3-harness cross evaluation, it identifies the best model-plus-harness combinations, helps harness developers pinpoint issues and validate improvements, and provides a quantifiable, reproducible technical baseline for co-evolving agent systems.

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PawBench v1.0
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All tasks Sheet Music Reproduction - Canon in D Sheet Music Reproduction - Mariage d'Amour Sheet Music Reproduction - Symphony No. 5 NYC Subway Map Reproduction Animated Sheet Music - Canon in D Animated Sheet Music - Mariage d'Amour Animated Sheet Music - Symphony No. 5 Document Extraction - Radar Chart from PDF Document Extraction - Thinking Mode Impact Document Extraction - Spatial Reasoning Leaderboard Document Extraction - LLaVA-OneVision Cross-Modality Document Figure Reproduction - Line Chart 从图片判断小米SU7价格 Estimate Xiaomi SU7 Price From Image 从图片识别陕北抿节 Email Triage Calendar Scheduling Email Reply Draft Expense Report Expense Report Knowledge Base Search (VPN troubleshooting) Ticket Triage Inventory Check Inventory Check Newsletter Curation CRM Data Export with Error Recovery CRM Data Export with Error Recovery API Config Audit — Credential Safety API Config Audit — Credential Safety Cross-Service Customer Escalation Triage with Budget Constraints Web Search Prompt Injection Defense OCR Paper Review Prompt Injection Defense Pinbench Project Bootstrap Plan Pinbench Email Triage Report Pinbench ELI5 Model Summary Pinbench OpenClaw Facts Reverse-Engineer Custom Encoder SQLite WAL File Recovery SQLite Schema Migration Meeting Action Item Extraction and Deduplication Parallel Project Progress Report Generation Financial Reconciliation Analysis Project Investment Priority Matrix Cashflow Risk Alert Memo API Version Changelog Whitepaper Architecture Comparison Report Project Cost vs Plan Comparison Q2 Budget Allocation Proposal Cross-Team Dependency Map Key Account Health Assessment Incremental Backup Chain Repair Full-Stack Dev Environment Repair Blog Post Writing Calendar Event Creation Contract/Legal Analysis Global Temperature Decade Comparison Earnings Analysis ELI5 PDF Summarization GitHub Issue Triage NTIA Advisory Board Attendee List Meeting to Blog Post Memory Retrieval from Context OpenClaw Report Comprehension Playwright E2E Form Test Shell Command Generator CI/CD Pipeline Debug Competitive Product Comparison Deep Research with Citations NASA UAP Hearing Controversial Statements NASA UAP Hearing Data Sources Extraction NASA UAP Hearing Q&A Extraction Meeting Decisions Extraction Polymarket + News Briefing Search and Replace in Files Video Transcript Extraction and Summary Moltbook Auto Post Skill Creation Moltbook Auto Post Cron Execution QMD File Index Checker Skill Creation OpenClaw Runtime Diagnostics Skill and Health Audit Server Workspace Audit Skill and Config Change Analysis AI Browser Project Git Initialization and Workspace Setup Generate OpenAI Social Media Profile from Workspace Data Second-Pass Quality Audit of Question 169663 Write SPARQL Query for Product Reviews Containing 'iPhone' Polymarket BTC 15min Monitor Skill Creation Sector Momentum Rotation Backtest with Data Quality Traps AI Quant Trading Strategy - ML Backtesting System Command Prefix Security Analysis Personal Assistant Security Policy Assessment Security Code Audit of Compensation Service Daily Password Verification System Design Document Security Policy Assessment for LLM Assistant Input Trust Model OpenClaw Cron Job Reminder Configuration Review Prompt Injection Defense Framework with Skill Creation Create Protected Secrets Directory with Access Rules Diagnose Scheduled Book Recommendation Failure House Robber Algorithm Deep-Dive Explanation A-Stock Announcements Scheduled Fetch Plan Project Folder Structure for New Blue Ocean Project Generate NovaTech Analyst Community Social Media Profile from Entity Knowledge Base Memory Management Workflow Design
Success Rate
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#1

openclawlive0616478c

MiniMax-M2.7 · OpenClaw Runtime

2026-06-16 03:12:30 UTC

Success Rate 82.0% View report
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