Datasets:

darrow-ai
/

USClassActionOutcomes_ExpertsAnnotations

id int64 4.13M 59.9M	origin_label stringclasses 2 values	target_text stringlengths 2.18k 9.71k	annotator_prediction stringclasses 2 values	annotator_confidence int64 1 5
7,228,944	lose	On information and belief, Defendants received some or all of the revenues from the sale of the products, goods and services advertised on Exhibit A, and Defendants profit and benefit from the sale of the products, goods and services advertised on Exhibit A. Plaintiff did not give prior express invitation or perm...	lose	1
13,145,643	lose	a statement that the recipient is legally entitled to opt-out of receiving future faxed advertisements – knowing that he or she has the legal right to request an opt-out gives impetus for recipients to make such a request, if desired; On or about August 13, 2014, Defendants transmitted by telephone facsimile mac...	lose	1
8,138,726	win	Caduceus is an Occupational Medicine Practice with eight locations in Georgia. At all relevant times, Caduceus employed, and continues to employ, “Medical Assistants.” Caduceus employed Chavis as a “Medical Assistant.” Chavis regularly worked more than forty (40) hours in a workweek. Caduceus did not pay Cha...	win	1
18,623,509	win	Defendant Radius Agent develops software for real estate agents. One of their software programs, Radius Assist, generates leads for real estate agents by automatically sending out text messages. To advertise its software and demonstrate its functionality, Defendant used its software to automatically text thous...	lose	1
5,317,841	win	Defendant has employed in excess of 200 non-exempt Right of Way Agents who have been subject to the same policies (payment of day rate, no salary, non-payment of overtime despite having the primary duty of performing non-exempt work) at all times relevant to this matter (since May 2011). Defendant has violated §207(a...	lose	1
6,236,319	lose	TransUnion routinely reports information about tax liens on consumer reports and continues to report tax liens for a specified number of years after they have been paid, satisfied or released. On or about May 5, 2016, a Massachusetts state tax lien in the amount of $500 was entered against the property where P...	win	4
5,407,549	win	J.T.L. is a subscriber to and beneficiary of the Eaton Vance Management Health Benefit Plan. J.T.L. is an eight-year-old boy who has been diagnosed with autism by his treating physician. His treating physician referred J.T.L. to a Board Certified Behavior Analyst for clinical ABA therapy to treat his autism. ...	lose	3
4,322,202	win	Allegations concerning each Plaintiff are based on personal knowledge. All other allegations are based on investigation by Plaintiffs’ counsel. Plaintiffs propose a class consisting of: All residents of the United States who are members of the British Airways Executive Club, who purchased a Reward Ticket with fre...	win	1
7,701,378	win	Between November 2, 2017 and April 1, 2018, Peterson’s sent at least 5 texts to Plaintiff’s cellular phone number, from short code 599-25, without Plaintiff’s consent: Peterson’s unsolicited texts were a nuisance that aggravated Plaintiff, wasted his time, invaded his privacy, diminished the value of the cellular s...	win	1
7,272,347	lose	Violation of Magnuson-Moss Warranty Act, 15 U.S.C. § 2310(d)(1) (On behalf of the Nationwide Class) 11. Plaintiff brings this action pursuant to Fed. R. Civ. P. 23 on behalf of himself and all others similarly situated, comprising a Class and Subclass, which are defined as follows: a. ...	lose	3
6,642,888	lose	Defendants have been attempting to collect from plaintiff an alleged credit card debt incurred, if at all, for personal, family or household purposes and not for business purposes. The alleged original creditor was Credit One Bank, which is also part of the Sherman Financial Group. Credit One Bank reported the debt to...	win	1
4,276,476	win	Plaintiff brings this action individually and as a class action under Federal Rule of Civil Procedure 23 on behalf of all persons and/or entities that own AS&E common stock (the “Class”). Excluded from the Class are Defendants and their affiliates, immediate families, legal representatives, heirs, successors or ass...	lose	3
14,731,134	win	Defendant owns and operates a telecommunication company that specializes in selling minutes for overseas phone calls. Plaintiff himself was sent at least two marketing text messages without his express written consent. Below is a depiction of an actual text message received by Plaintiff from Defendant: Def...	win	2
4,524,761	lose	Plaintiff Stancu was hired by Defendant Ethos in or around September of 2015. Plaintiff Stancu was required to perform all relevant tasks in the front of the restaurant including acting as a bartender, waiter, busser and food runner. He also cleaned and stocked the bar and kitchen. Plaintiff worked hard and ...	win	4
16,694,791	lose	On or about January 16, 2019, Plaintiff responded to Defendant’s text messages with the word “Stop” as shown below, “Stop” was the “opt-out” preference provided by Defendant in its text messages: Defendant’s text messages constitute telemarketing and advertising because they promote Defendant’s business, goods a...	win	3
17,335,248	lose	The amount of the debt; Plaintiff brings this claim on behalf of the following case, pursuant to Fed. R. Civ. P. 23(a) and 23(b)(3). The identities of all class members are readily ascertainable from the records of Defendants and those companies and entities on whose behalf they attempt to collect and/or have ...	lose	1
16,094,926	lose	Defendant Exit Realty is a real estate agent or brokerage. Defendant John Doe 1 is an authorized agent of Defendant Exit Realty. As a way to cut corners yet also increase its advertising reach, Defendant and its authorized agents, including John Doe 1, repeatedly called thousands of cellular and residential pho...	win	4
4,516,603	lose	On information and belief, on or about March 14, 2011, April-May, 2012, May 10, 2012, October 19, 2012, September 30, 2013 and October 8, 2013, Defendants transmitted by telephone facsimile machine seven (7) unsolicited advertisements to Plaintiff. Copies of the facsimiles are attached hereto as Exhibit A. Plai...	win	1
13,452,001	win	Defendant has been sending repeated, unsolicited marketing text messages to the Plaintiffs’ cellular telephone numbers, XXX-XXX-8117 (Huron), and XXX-XXX-2457 (Wright). True and correct copies of some of the text messages received by Plaintiffs from Defendant are produced below: Defendant’s text messages to Pl...	lose	1
16,964,613	lose	) Defendants allege Plaintiff owes a debt (“the alleged Debt”). The alleged Debt is an alleged obligation of Plaintiff to pay money arising out of a transaction in which the money, property, insurance, or services which are the subject of the transaction are primarily for personal, family, or household purpos...	lose	1
6,176,993	win	(Plaintiff Individually and on Behalf of All Similarly Situated Employees Pursuant to 29 U.S.C. §216) (Rule 23 Claim) Plaintiff and other similarly situated current and former employees in the asserted class regularly worked over 40 hours per week and earned the additional $1.25 per hour shift differential. ...	lose	1
17,115,352	lose	During Plaintiffs’ employment as Field Service Engineers, Defendant paid Plaintiffs and other Field Service Engineers on a salary basis and classified them as exempt under the FLSA. Defendant has employed, on average, six (6) or so Field Service Engineers at any given time over the last three (3) years. Defen...	lose	1
16,920,519	lose	At all times relevant, Plaintiff was the sole operator, possessor, and subscriber of the number ending in 5290. At all times relevant, Plaintiff’s number ending in 5290 was assigned to a cellular telephone service as specified in 47 U.S.C. § 227(b)(1)(A)(iii). Plaintiff applied for and received a Mastercard is...	win	2
4,511,944	win	Plaintiff is not a customer of Verde. Plaintiff has not sought Verde’s services online or otherwise. On or around September of 2015, Verde began calling Plaintiff’s cellular telephone, number 413-xxx-4923. Verde called Plaintiff from telephone number 978-253-4077. At all times mentioned herein, Verde cont...	lose	1
16,688,988	win	Plaintiffs and those they seek to represent in this action were employed to perform work on various jobs for Defendant as part of its contracting business. Defendant paid Plaintiffs and those they seek to represent “straight time”—i.e., the same hourly wage for every hour worked, regardless of whether such hours ...	win	4
6,158,776	lose	Identify that the call was an attempt to collect a debt; The message did not identify that the call was an attempt to collect a debt, that any information obtained will be used for that purpose, or that the communication was from a debt collector. Upon information and belief, that same day DEFENDANT also left t...	win	3
14,493,636	win	The amount of the debt; Plaintiffs bring this claim on behalf of the following case, pursuant to Fed. R. Civ. P. 23(a) and 23(b)(3). The Class consists of: a. all individuals with addresses in the State of Texas; b. to whom Defendant Law Offices sent an initial collection letter attempting to collect a consu...	win	4
4,401,433	lose	Plaintiff brings this action on his own behalf and as a class action pursuant to Rule 23 of the Federal Rules of Civil Procedure on behalf of all holders of Dawson common stock who are being and will be harmed by Defendants’ actions described below (the “Class”). Excluded from the Class are Defendants herein and a...	lose	4
4,236,109	win	Plaintiff desires to attend the aqua classes at the Sunrise, Florida location. Plaintiff previously explained to Defendant’s personnel at the front desk that her PCA is required in order to assist her in getting dressed prior to and after the aqua class in the locker room. Plaintiff is partially paralyzed in her l...	win	5
17,436,216	win	Defendant owns and operates a restaurant known as Bluefin Bar & Grill. Defendant employs several servers, bartenders, hosts, bussers, and runners. As a server, Plaintiff was responsible for serving food and beverages, explaining the menu and taking orders from guests, and adhering to company standards for food ...	win	3

End of preview. Expand in Data Studio

Dataset Summary

USClassActions is an English dataset of 200 complaints from the US Federal Court with the respective binarized judgment outcome (Win/Lose). The dataset poses a challenging text classification task. We are happy to share this dataset in order to promote robustness and fairness studies on the critical area of legal NLP. The data was annotated using Darrow.ai proprietary tool.

Data Instances

from datasets import load_dataset
dataset = load_dataset('darrow-ai/USClassActionOutcomes_ExpertsAnnotations')

Data Fields

id: (int) a unique identifier of the document
origin_label : (str) the outcome of the case
target_text: (str) the facts of the case
annotator_prediction : (str) annotators predictions of the case outcome based on the target_text
annotator_confidence : (str) the annotator's level of confidence in his outcome prediction \

Curation Rationale

The dataset was curated by Darrow.ai (2022).

Citation Information

Gil Semo, Dor Bernsohn, Ben Hagag, Gila Hayat, and Joel Niklaus ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US Proceedings of the 2022 Natural Legal Language Processing Workshop. Abu Dhabi. 2022

@InProceedings{darrow-niklaus-2022-uscp,
  author = {Semo, Gil
                and Bernsohn, Dor
                and Hagag, Ben
                and Hayat, Gila
                and Niklaus, Joel},
  title = {ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US},
  booktitle = {Proceedings of the 2022 Natural Legal Language Processing Workshop},
  year = {2022},
  location = {Abu Dhabi},
}