Research

Open-Source Legal AI Research

We partner with experienced attorneys at leading in-house legal departments to create expert-annotated datasets and benchmarks — advancing the science of AI in legal practice.

CUADNeurIPS 2021

Contract Understanding Atticus Dataset

510+
Contracts
13,000+
Expert Labels
41
Clause Types

CUAD is an expert-annotated dataset that helps AI identify the most critical parts of legal contracts. Built from 510+ contracts with 13,000+ labels across 41 clause types, it teaches models to highlight key terms — speeding up contract review and making it easier to catch red flags.

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Example Output

Governing Law: "This Agreement shall be governed by the laws of the State of California..." (Page 2)

⚠ Covenant Not to Sue: "In addition, Company shall not now or in the future contest the validity..." (Page 30)

► Perpetual / Irrevocable License: "Company grants to Investor a worldwide, royalty-free, exclusive..." (Page 151)

MAUDEMNLP 2023

Merger Agreement Understanding Dataset

152
Agreements
47,000+
Expert Labels
92
Deal Point Questions

MAUD is an expert-annotated reading comprehension dataset built from the ABA's Public Target Deal Points Study. It turns real M&A deal points into clear questions and answers, giving legal-tech tools a reliable way to read and interpret key terms at scale.

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Example Output

Question: What ordinary course representations are made?

☑ Business and operation of Target

☑ Ability to consummate transaction

☐ Conduct of Target in compliance with law

ACORDACL 2025

Atticus Clause Retrieval Dataset

126,000+
Query-Clause Pairs
114
Legal Queries
1st
Expert-Annotated Retrieval Dataset

ACORD is the first expert-annotated dataset built to help AI find the right legal contract clauses. It includes real lawyer-written queries and thousands of rated clauses — making it easier to draft and review complex provisions like Limitation of Liability and Indemnification.

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Example Output

🔍 Query: Termination for Convenience Clause?

1. Either Party may terminate this Agreement at any time upon 30 days written notice...

2. Both parties shall have the right to terminate this Agreement without cause...

3. Either Party may terminate this Agreement or all/part of a Project upon notice...

Download the Data

All datasets are free and open-source under CC BY 4.0. Download directly from GitHub or Hugging Face.

CUAD

NeurIPS 2021

510 commercial contracts labeled across 41 clause types.

MAUD

EMNLP 2023

152 merger agreements annotated across 92 M&A deal points.

ACORD

ACL 2025

126,000+ expert-rated query-clause pairs for semantic retrieval.