Multi-Legal-Bench: Evaluating LLMs on Legal Reasoning Across Jurisdictions, Languages, and Legal Traditions
Paper • 2605.29738 • Published
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The largest open dataset of Polish court decisions: 2,830,029 decisions with full texts across all court levels.
| Source | This dataset | Best on HF (JuDDGES) | Difference |
|---|---|---|---|
| Common courts | 437,446 | 437,450 (pl-court-raw) | same source |
| Administrative courts | 1,899,852 | ~1,800,000 (pl-nsa) | same source |
| Supreme Court + Constitutional Tribunal + KIO | 492,731 | 0 | +493K unique |
| Total | 2,830,029 | ~2,237,450 | +593K (+26%) |
The 493K decisions from the SAOS API include Supreme Court, Constitutional Tribunal, and National Appeal Chamber rulings that are absent from all existing HuggingFace datasets, including JuDDGES, Multi_Legal_Pile, and LEXTREME.
from datasets import load_dataset
ds = load_dataset("overthelex/pl-court-decisions", split="train", streaming=True)
for row in ds.take(3):
print(row["court_type"], row["case_number"], len(row["full_text"] or ""))
| Source | Records | Court Types | Period | License |
|---|---|---|---|---|
| SAOS API | 492,731 | Supreme Court, Constitutional Tribunal, National Appeal Chamber, Common Courts | 2000-2026 | Public domain (Polish Copyright Act Art. 4) |
| JuDDGES/pl-court-raw | 437,446 | Common courts (district, regional, appellate) | 2002-2025 | CC BY 4.0 |
| JuDDGES/pl-nsa | 1,899,852 | Administrative courts (WSA + NSA) | 2004-2025 | CC BY 4.0 |
| Field | Type | Description |
|---|---|---|
id |
string | Unique record identifier |
ecli |
string | European Case Law Identifier |
source |
string | saos, hf-pl-court-raw, hf-pl-nsa |
court_type |
string | COMMON, SUPREME, CONSTITUTIONAL_TRIBUNAL, NATIONAL_APPEAL_CHAMBER |
court_name |
string | Court name |
case_number |
string | Docket / case number |
decision_type |
string | SENTENCE, RESOLUTION, DECISION, REGULATION, REASONS |
decision_date |
string | YYYY-MM-DD |
judge |
string | Presiding judge |
keywords |
list[string] | Legal keywords |
legal_bases |
list[string] | Legal bases cited |
full_text |
string | Full decision text |
This dataset is introduced in:
Multi-Legal-Bench: Evaluating LLMs on Legal Reasoning Across Jurisdictions, Languages, and Legal Traditions Volodymyr Ovcharov (2026). arXiv:2605.29738 [cs.CL]
@article{ovcharov2026multilegalbench,
title={Multi-Legal-Bench: Evaluating LLMs on Legal Reasoning Across Jurisdictions, Languages, and Legal Traditions},
author={Ovcharov, Volodymyr},
journal={arXiv preprint arXiv:2605.29738},
year={2026},
url={https://arxiv.org/abs/2605.29738}
}