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AI数据提取工具

The best AI models for data extraction, ranked by extraction score. JSON mode is critical for structured output, vision enables document and image reading和function calling powers pipeline integration。

排名方式: 基于基准测试分数(90%)来自MMLU、GPQA、HumanEval、SWE-bench等15+标准化评估,能力和上下文窗口作为辅助排序(10%)。
#1 Overall
Claude Fable 5

Anthropic

120

Best with Vision
Claude Fable 5

Anthropic

120

Best Budget
GPT-5.6 Luna Pro

OpenAI

112

184

JSON Mode

193

With Vision

186

Function Calling

190

128K+ Context

Top {top25.length} Data Extraction Models

#ModelScore
1Claude Fable 5Anthropic120
2Claude Fable 5 (batch)Anthropic120
3Claude Opus 5 (Fast)Anthropic118
4Claude Opus 5Anthropic118
5Claude Opus 4.8 (Fast)Anthropic118
6Claude Opus 4.8Anthropic118
7Claude Opus 4.7 (Fast)Anthropic118
8Claude Opus 4.7Anthropic118
9Claude Opus 4.7 (batch)Anthropic118
10Claude Opus 4.8 (batch)Anthropic118
11GPT-5.5 ProOpenAI116
12GPT-5.5 Pro (batch)OpenAI116
13GPT-5.5OpenAI116
14GPT-5.5 (batch)OpenAI116
15Gemini 3.1 Pro Preview Custom ToolsGoogle115
16Gemini 3.1 Pro PreviewGoogle115
17Gemini 3.1 Pro Preview (batch)Google115
18GPT-5.4 ProOpenAI115
19GPT-5.4 Pro (batch)OpenAI115
20GPT-5.4OpenAI115
21GPT-5.4 (batch)OpenAI115
22GPT-5.3 ChatOpenAI114
23GPT-5.3-CodexOpenAI114
24GPT-5.2-CodexOpenAI114
25GPT-5.2 ChatOpenAI114

Data Extraction Use Cases

Document Processing

Extract structured data from PDFs, contracts, and reports. Models with vision can read scanned documents and handwritten text, while JSON mode ensures output is machine-parseable for downstream systems. Ideal for automating document intake pipelines.

Invoice & Receipt Extraction

Automatically parse invoices, receipts, and financial documents into structured fields -- vendor name, line items, totals, tax amounts, and dates. Vision-capable models handle photographed or scanned receipts with high accuracy.

Web Scraping & Content Extraction

Feed raw HTML or page text into an LLM to extract product details, pricing, reviews, or article metadata. JSON mode guarantees consistent output schemas, and function calling enables multi-page crawl orchestration from a single prompt.

API & Pipeline Integration

Function calling lets extraction models plug directly into your data pipeline -- calling APIs, writing to databases, or triggering downstream transformations. Combined with JSON mode, this enables fully automated ETL workflows powered by AI.

Frequently Asked Questions

可以,具有视觉能力的模型可以从PDF、图像和扫描文档中提取表格、表单和键值对。JSON模式确保输出可机器读取。推理处理传统OCR无法处理的复杂布局。

顶级视觉模型在印刷文档上达到95-99%的准确率,手写文本为85-95%。准确度取决于文档质量、布局复杂性和专业术语。

具有网络搜索和函数调用功能的模型可以从网页中抓取结构化数据。JSON模式确保一致的输出格式。

视觉模型处理PDF、图像、扫描文档和截图。无视觉功能的模型处理纯文本、HTML、CSV和JSON。复杂文档建议使用视觉模型。

AI for Data Extraction - Best AI Models | LM Market Cap