---
title: "If you want to stack rank LLMs/VLMs on document understanding 📄, you can through ParseBench, now  l..."
source_name: "Jerry Liu(@jerryjliu0)"
original_url: "https://x.com/jerryjliu0/status/2047353082518831238"
canonical_url: "https://www.traeai.com/articles/d5d1e04c-adbb-4b96-9886-502fd0d0469e"
content_type: "tweet"
language: "中文"
score: 5
tags: []
published_at: "2026-04-23T16:33:07+00:00"
created_at: "2026-04-23T23:12:19.58104+00:00"
---

# If you want to stack rank LLMs/VLMs on document understanding 📄, you can through ParseBench, now  l...

Canonical URL: https://www.traeai.com/articles/d5d1e04c-adbb-4b96-9886-502fd0d0469e
Original source: https://x.com/jerryjliu0/status/2047353082518831238

## Summary

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## Content

Title: Jerry Liu on X: "If you want to stack rank LLMs/VLMs on document understanding 📄, you can through ParseBench, now  live on @kaggle 📊 

ParseBench is the most comprehensive document OCR benchmark over real enterprise documents, focused on semantic correctness for AI agents. It contains 2000 https://t.co/paUFk3fzWW" / X

URL Source: http://x.com/jerryjliu0/status/2047353082518831238

Markdown Content:
## Post

## Conversation

If you want to stack rank LLMs/VLMs on document understanding ![Image 1: 📄](https://abs.twimg.com/emoji/v2/svg/1f4c4.svg), you can through ParseBench, now live on

![Image 2: 📊](https://abs.twimg.com/emoji/v2/svg/1f4ca.svg) ParseBench is the most comprehensive document OCR benchmark over real enterprise documents, focused on semantic correctness for AI agents. It contains 2000 enterprise pages and evaluations over tables/charts/content faithfulness/formatting/visual grounding and more. Current leaderboard: Gemini 3 Flash, GPT-5.4, Gemma 4 31B Come help contribute to our Kaggle benchmark: [kaggle.com/benchmarks/lla](https://t.co/YCgFFoMpY5) Full information on the ParseBench site: [parsebench.ai](https://t.co/PWczfhosZp)

[![Image 3: Image](https://pbs.twimg.com/media/HGmodcSWcAABTEh?format=jpg&name=small)](https://x.com/jerryjliu0/status/2047353082518831238/photo/1)

Quote

![Image 4: Square profile picture](https://pbs.twimg.com/profile_images/1967920417760251904/0ytfduMQ_mini.png)

LlamaIndex ![Image 5: 🦙](https://abs.twimg.com/emoji/v2/svg/1f999.svg)

@llama_index

7h

ParseBench is now live on @Kaggle. The first document OCR benchmark built for AI agents — 2,000 enterprise pages, 167K+ test rules, 5 dimensions that actually break downstream agents. Benchmark your parser against 14 methods including GPT-5 Mini, Gemini 3, Textract, and