MMLU vs Parseur：怎么选？

关于 MMLU

Agentic coding tools receive goals written in natural language as input, break them down into specific tasks, and write or execute the actual code with minimal human intervention. Central to this process are agent context files ("READMEs for agents") that provide persistent, project-level instructions. In this paper, we conduct the first large-scale empirical study of 2,303 agent context files from 1,925 repositories to characterize their structure, maintenance, and content. We find that these files are not static documentation but complex, difficult-to-read artifacts that evolve like configuration code, maintained through frequent, small additions. Our content analysis of 16 instruction types shows that developers prioritize functional context, such as build and run commands (62.3%), implementation details (69.9%), and architecture (67.7%). We also identify a significant gap: non-functional requirements like security (14.5%) and performance (14.5%) are rarely specified. These findings indicate that while developers use context files to make agents functional, they provide few guardrails to ensure that agent-written code is secure or performant, highlighting the need for improved tooling and practices.

LingBot-Map is a feed-forward 3D foundation model that reconstructs scenes from video streams using a geometric context transformer architecture with specialized attention mechanisms for coordinate grounding, dense geometric cues, and long-range drift correction, achieving stable real-time performance at 20 FPS.

Agents-A1, a 35B Mixture-of-Experts Agentic Model, achieves trillion-parameter-level performance through long-horizon trajectory scaling and heterogeneous agent ability scaling via a three-stage training approach involving supervised fine-tuning, domain-level teacher models, and multi-teacher distillation.

关于 Parseur

Built for productionProduction-ready from day oneEverything you need to run document automation at scale.01ReliabilityDepend on Parseur for critical workflowsWhen document processing powers daily operations, reliability matters. Parseur is designed for high availability, with uptime around 99.99%, so your workflows keep running.02ScalabilityScale from ten documents to ten millionParseur scales with your volume. Whether you process a handful of documents a day or millions a month, throughput adjusts automatically with no infrastructure changes on your end.03AdaptabilityHandle layout changes effortlesslyDocuments evolve, but your setup doesn't have to. Parseur's AI absorbs layout variations automatically. When a completely new document type comes in, adjust your settings in seconds, not hours.04FormattingGet data your systems can actually useExtraction is only half the job. Dates, numbers, and values need to match the format your systems expect. Define the format once and Parseur delivers standardized, ready-to-use data every time.05ExportsMove data where it belongs, instantlyDownload extracted data as CSV, Excel, or JSON. Send it in real time to any application through integrations with popular automation platforms like Zapier and Make, or push it to your own systems using webhooks.06MonitoringTrack every document, even at volumeDetailed audit logs, step-by-step tracking, and error alerts give you full visibility into your document workflows. Nothing fails silently, whether you're processing hundreds or millions.Running this in production?You'll have the controls you need.Pre-processing and cleanupRoles and audit logsPost-processing and data formattingAlerts and reprocessingSee all features

Real ResultsStop copy-pasting.Start automating.Every day, teams manually copy data from invoices, emails, and documents into their tools. Parseur does it automatically, with fewer errors and zero extra hires.“Previously, by the time I'd manually compiled cost data, market conditions might have already shifted. Now, with automated extraction and real-time cost visibility, we can make faster, more informed decisions about market entry and pricing strategies. ”Rasmus NorgaardHead of Market Expansion, KompenzoRead his story →152 hours saved per monthThat's roughly $7,000 in labor costs or $80,000+ a year. Parseur customers handle more volume without hiring more people.Go live in minutes, not weeksMost teams start extracting data in under 10 minutes. No model training, no dataset prep, no waiting on IT.Fewer errors reaching your systemsA single wrong invoice number can delay a payment by days. Parseur normalizes dates, addresses, and line items before they hit your tools.Runs at scale without breaking99.9%+ uptime, automatic scaling, real-time integrations with full audit logs. Nothing fails silently and no one gets paged at 3 AM.

“Previously, by the time I'd manually compiled cost data, market conditions might have already shifted. Now, with automated extraction and real-time cost visibility, we can make faster, more informed decisions about market entry and pricing strategies. ”Rasmus NorgaardHead of Market Expansion, KompenzoRead his story →152 hours saved per monthThat's roughly $7,000 in labor costs or $80,000+ a year. Parseur customers handle more volume without hiring more people.Go live in minutes, not weeksMost teams start extracting data in under 10 minutes. No model training, no dataset prep, no waiting on IT.Fewer errors reaching your systemsA single wrong invoice number can delay a payment by days. Parseur normalizes dates, addresses, and line items before they hit your tools.Runs at scale without breaking99.9%+ uptime, automatic scaling, real-time integrations with full audit logs. Nothing fails silently and no one gets paged at 3 AM.

核心功能

• Parseur is an AI data extraction software that helps you automate text extraction from PDFs, emails, and other documents. Instantly send extracted data to all your applications.（自动优化版）
• Capture documents from email, API, and uploads（自动优化版）
• Document parsing（自动优化版）
• Vision AI, Text AI, or templates（自动优化版）
• Normalization and validation（自动优化版）
• Format and validate every extracted field（自动优化版）
• Exports and integrations（自动优化版）
• Send parsed data to your tools in real time（自动优化版）