Legal Case Classification NLP Tools

Tools and competition solutions for classifying legal documents, court cases, and judicial decisions using NLP. Focuses on predicting legal outcomes, charges, or case categories from case descriptions. Does NOT include general legal document processing, contract analysis, or non-judicial text classification tasks.

There are 36 legal case classification tools tracked. The highest-rated is ShawnyXiao/2017-CCF-BDCI-AIJudge at 42/100 with 185 stars.

Get all 36 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=legal-case-classification&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	ShawnyXiao/2017-CCF-BDCI-AIJudge 2017-CCF-BDCI-让AI当法官(初赛)：7th/415 (Top 1.68%)	42	Emerging	185	Jupyter Notebook
2	ShawnyXiao/2018-DC-DataGrand-TextIntelProcess 2018-DC-“达观杯”文本智能处理挑战赛：冠军 (1st/3131)	41	Emerging	264	—
3	beader/tianchi_nl2sql 追一科技首届中文NL2SQL挑战赛决赛第3名方案+代码	36	Emerging	559	Jupyter Notebook
4	rogeroyer/2019-CCF-BDCI-Finance-Information-Negative-Judgment top1-solution	36	Emerging	33	Python
5	zhanzecheng/SOHU_competition Sohu's 2018 content recognition competition 1st solution(搜狐内容识别大赛第一名解决方案)	34	Emerging	227	Jupyter Notebook
6	zzy99/epidemic-sentence-pair 天池疫情相似句对判定大赛线上第一名方案	33	Emerging	435	Python
7	renjunxiang/Competition_CAIL 2018中国‘法研杯’法律智能挑战赛（CAIL2018）个人作品	33	Emerging	223	Python
8	llhthinker/BDCI2017-MingLue BDCI2017-让AI当法官，决赛第四（4/415）https://www.datafountain.cn/competitions/277/details	32	Emerging	121	Python
9	jzonthemtn/hashitalks2021-terraform-nlp From Training to Serving: Machine Learning Models with Terraform	32	Emerging	14	HCL
10	NKU-yxy/MCM-ICM-Award-Predictor 🔮 美赛 (MCM/ICM) 论文获奖概率预测器。基于 NLP 语义分析与 XGBoost，将“玄学”与科学完美融合。内置 8-bit 复古像素风...	31	Emerging	8	Python
11	A-Rain/BDCI2019-Negative_Finance_Info_Judge BDCI2019金融负面信息判定-线上第一名	30	Emerging	160	Python
12	jingyihiter/mycail 中国法研杯-司法人工智能挑战赛	30	Emerging	93	Python
13	enze5088/WenTianSearch A baseline for WenTianSearch	29	Experimental	86	Python
14	Ananyapam7/AILA-Artificial-Intelligence-for-Legal-Assistance Python implementations of the various methods used in FIRE 2019 conference.	29	Experimental	60	Jupyter Notebook
15	zwkkk/wentian-rank2 “阿里灵杰”问天引擎电商搜索算法赛第二名。电商领域两阶段文本匹配算法。	28	Experimental	56	Python
16	wss1996/Name-disambiguation 同名论文消歧的工程化方案（参考2019智源-aminer人名消歧竞赛第一名方案）	26	Experimental	25	Jupyter Notebook
17	xfffrank/Kaggle-CommonLit-Readability-6th-Place-Solution 6th Place solution for the Kaggle CommonLit Readability Prize	25	Experimental	4	Python
18	JLake310/Bookathon_4th_Jagga [작가님마감언제돼요] 2023 SKKU AIxBookathon 4th 장려상🏆	25	Experimental	4	Python
19	yuankeyi/2019-SOHU-Contest 2019年4月8日，第三届搜狐校园内容识别算法大赛。	24	Experimental	26	Python
20	hariharanragothaman/nlp-terraform-pipeline Generate synthetic AWS infrastructure queries and benchmark NLP models for...	23	Experimental	6	Python
21	rbiswasfc/kaggle-feedback3-efficiency-1st-place 1st place (Efficiency Track) solution for Feedback Prize - English Language...	22	Experimental	11	Python
22	rbiswasfc/kaggle-feedback-effectiveness-3rd-place-solution 3rd Place solution for Feedback Prize - Predicting Effective Arguments...	22	Experimental	16	Python
23	Leo1998-Lu/CommonLit-Readability-Prize-Silver-Medal-Solution 2021 Kaggle Featured Code Competition:CommonLit Readability Prize(Silver...	22	Experimental	1	Jupyter Notebook
24	KKenny0/sohu2021_text_matching 2021 搜狐校园文本匹配算法大赛方案	22	Experimental	19	Python
25	TianyuZhuuu/DaGuan_TextClassification_Rank11 “达观杯”文本智能处理挑战赛，Rank11/2862解决方案	22	Experimental	12	Python
26	EducationalTestingService/ies-writing-achievement-study-data Data from an IES research study that explores the relationship between...	21	Experimental	8	—
27	rbiswasfc/kaggle-nbme-3rd-place-solution 3rd Place solution for NBME - Score Clinical Patient Notes Kaggle competiiton	19	Experimental	6	Python
28	tlu-dt-nlp/Estonian-CEFR-Assessment Dataset of Estonian L2 writings and source code used to train and test...	19	Experimental	—	Python
29	GCUTermProjectHell/Korean_ABSA [ 🏅금상 (국립국어원장상) 솔루션 ] 2022 국립국어원 인공 지능 언어 능력 평가 Team GCU_텀프지옥입니다	18	Experimental	5	Jupyter Notebook
30	chenjiashuo123/CCF_2020_BEIKE CCF BDCI 2020 房产行业聊天问答匹配赛道 A榜47/2985	18	Experimental	39	Python
31	nnnyt/nl4opt Team Long solution (3rd place) for the Natural Language for Optimization...	16	Experimental	3	Python
32	alumik/cail2019 CAIL2019-SCM: Similar case matching in legal domain	16	Experimental	10	Python
33	RehanShaikh-ai/jigsaw-text-moderation-with-xai ⚠️⚠️ This project is archived and no longer under active development.	15	Experimental	—	Jupyter Notebook
34	sukanyabag/Detecting-Contradictions-and-Entailment-in-Multilingual-Text A case study of NLI ( Natural Language Inferencing) with Transfer Learning....	14	Experimental	9	Jupyter Notebook
35	AndrewTsai0406/Legal-AI-Judge This repository was created as part of the Data-zoomcamp ML engineering course	12	Experimental	4	Jupyter Notebook
36	Siddharth1989/LearnerCentricFeedbackEnhancement Developing a feedback theory-informed natural language processing (NLP)...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

2017-CCF-BDCI-AIJudge and BDCI2017-MingLue (42 vs 32)