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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 5.1

Anthropic

119

Best with Vision
Claude Fable 5.1

Anthropic

119

Best Budget
GPT-5.6 Luna Pro

OpenAI

112

214

JSON Mode

224

With Vision

219

Function Calling

220

128K+ Context

Top {top25.length} Data Extraction Models

#ModelScore
1Claude Fable 5.1Anthropic119
2Claude Fable 5.1 (batch)Anthropic119
3Claude Fable 5Anthropic119
4Claude Fable 5 (batch)Anthropic119
5Claude Opus 5.5Anthropic118
6Claude Opus 5Anthropic118
7Claude Opus 4.8Anthropic118
8Claude Opus 4.7Anthropic118
9GPT-5.5 ProOpenAI116
10GPT-5.5 Pro (batch)OpenAI116
11GPT-5.5OpenAI116
12Gemini 3.1 Pro Preview Custom ToolsGoogle115
13Gemini 3.1 Pro PreviewGoogle115
14Gemini 3.1 Pro Preview (batch)Google115
15GPT-5.4 ProOpenAI115
16GPT-5.4 Pro (batch)OpenAI115
17GPT-5.4OpenAI115
18GPT-5.3-CodexOpenAI114
19GPT-5.2-CodexOpenAI114
20GPT-5.2 ChatOpenAI114
21GPT-5.2 ProOpenAI114
22GPT-5.2 Pro (batch)OpenAI114
23GPT-5.2OpenAI114
24Claude Opus 4.6Anthropic113
25GPT-5.6 Luna ProOpenAI112

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