Datasets:

pietrolesci
/

conj_nli

This dataset is a stress test for natural language inference over conjunctive sentences, where the premise differs from the hypothesis by conjuncts removed, added, or replaced.

Dataset curation

The label mapping is the usual {"entailment": 0, "neutral": 1, "contradiction": 2} used in NLI datasets. Note that labels for test split are not available. Also, the train split is originally named adversarial_train_15k.

There are 2 instances (join on "premise", "hypothesis", "label") present both in train and dev.

The test split does not have labels.

Finally, in the train set there are a few instances without a label, they are removed.

Code to create the dataset

import pandas as pd
from datasets import Dataset, ClassLabel, Value, Features, DatasetDict

# download data from repo https://github.com/swarnaHub/ConjNLI
paths = {
    "train": "<path_to_folder>/ConjNLI-master/data/NLI/adversarial_train_15k.tsv",
    "dev": "<path_to_folder>/ConjNLI-master/data/NLI/conj_dev.tsv",
    "test": "<path_to_folder>/ConjNLI-master/data/NLI/conj_test.tsv",
}

dataset_splits = {}
for split, path in paths.items():

    # load data
    df = pd.read_csv(paths[split], sep="\t")

    # encode labels using the default mapping used by other nli datasets
    # i.e, entailment: 0, neutral: 1, contradiction: 2
    df.columns = df.columns.str.lower()

    if "test" in path:
        df["label"] = -1
    
    else:
        # remove empty labels
        df = df.loc[~df["label"].isna()]
        # encode labels
        df["label"] = df["label"].map({"entailment": 0, "neutral": 1, "contradiction": 2})

    # cast to dataset
    features = Features({
        "premise": Value(dtype="string", id=None),
        "hypothesis": Value(dtype="string", id=None),
        "label": ClassLabel(num_classes=3, names=["entailment", "neutral", "contradiction"]),
    })
    dataset = Dataset.from_pandas(df, features=features)
    dataset_splits[split] = dataset

conj_nli = DatasetDict(dataset_splits)
conj_nli.push_to_hub("pietrolesci/conj_nli", token="<token>")


# check overlap between splits
from itertools import combinations
for i, j in combinations(conj_nli.keys(), 2):
    print(
        f"{i} - {j}: ",
        pd.merge(
            conj_nli[i].to_pandas(), 
            conj_nli[j].to_pandas(), 
            on=["premise", "hypothesis", "label"], how="inner"
        ).shape[0],
    )
#> train - dev:  2
#> train - test:  0
#> dev - test:  0

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Size of downloaded dataset files:

2.32 MB

Size of the auto-converted Parquet files:

2.32 MB

Number of rows:

16,621

Models trained or fine-tuned on pietrolesci/conj_nli

Collection including pietrolesci/conj_nli

NLI Eval Datasets

Collection

A curated collection of NLI evaluation datasets. Each dataset is exactly as originally proposed • 19 items • Updated 6 days ago • 2

premise stringlengths 1 228	hypothesis stringlengths 1 228	label class label 0 2
He was born in Illinois, but moved to Oklahoma in 1949.	He was born in Illinois.	0entailment
Season eight of "South Park", an American animated television series created by Trey Parker and Matt Stone, began airing on March 17, 2004.	Season eight of "South Park", an American animated television series created by Trey Parker and Thom Yorke, began airing on March 17, 2004.	2contradiction
Throughout history the cooked fruit has been used as food, but the tree is also grown for its attractive pale pink blossoms and other ornamental qualities.	Throughout history the cooked fruit has been used as food.	0entailment
The Ezhou - Huanggang built - up " " area was home to 1,035,496 inhabitants from the Echeng and Huangzhou, Huanggang Districts.	The Ezhou - Huanggang built-up ("or metro") area was home to 1,035,496 inhabitants from the Echeng and Huangzhou, Huanggang Districts.	1neutral
A mother's boyfriend is a man whose girlfriend has a son or daughter from a previous marriage or relationship.	A mother's boyfriend is a man whose girlfriend has a girl or daughter from a previous marriage or relationship.	1neutral
It is the only intermediate station along the Kowloon Southern Link project, built to connect the West Rail Line and East Rail Line.	It is the only intermediate station along the Kowloon Southern Link project, built to connect East Rail Line.	0entailment
Among the 128 Division I-A teams, Nebraska is one of ten football programs to win 800 or more games.	Among the 128 Division I - A teams, Nebraska is one of ten football programs to win 800 games.	0entailment
Each German Army also had an " Armeeoberkommando ", Army Command.	Each German Army also had an "Armeeoberkommando", Army Command, or AOK.	1neutral
The house was set up to allow women to learn the trade of printing, and provided an apprenticeship program.	The house was set up to allow women to learn the trade of printing.	0entailment
Vesnina was scheduled to partner with Marina Erakovic, but Erakovic withdrew before the first round for personal reasons.	Vesnina was scheduled to partner with Wulsin, but Erakovic withdrew before the first round for personal reasons.	2contradiction
Among the top majors declared by JU students are aviation management, biology, nursing, business and marine science.	Among the top majors declared by JU students are aviation management, biology, nursing, business science.	0entailment
It was released on April 7, 2017, and is the first album not to feature either longtime drummer Kurt Dahle or singer-songwriter Dan Bejar.	It was released on April 7, 2017, and is the first album not to feature either longtime drummer Kurt Dahle - songwriter Dan Bejar.	0entailment
For that common play - together music pieces of the classic period are specially adapted new composed.	For that common play-together music pieces of the classic period are specially adapted or also new composed.	1neutral
Richard Willis Hawley (born 17 January 1967) is an English guitarist, singer-songwriter and producer.	Richard Willis Hawley born 17 January 1967 is an English guitarist, singer - songwriter.	0entailment
Trade unions may be formed with more members, although those in military service or in management positions may not form unions.	Trade unions may be formed with seven or more members, although those in military service or in management positions may not form unions.	1neutral
It started as a football club, which was founded on 5 June 1905.	It started as a football club, which was founded on 5 June 1905, but later the sport handball became a part of the club.	1neutral
The action takes place over the course of one night as they discuss their loving but often volatile past together and possible future without each other.	The action takes place over the course of one night as they discuss their often volatile past together and possible future without each other.	0entailment
The United States was still war weary from the disruptive World War II campaign.	The United States was still war weary from the disruptive World War II campaign and refused South Korea's request for weapons and troops.	1neutral
Visitors see depictions of buffalo hunters, Comanche warriors, explorers, in the theatre called the " Century of Adventure ", 1780 - 1880.	Visitors see depictions of buffalo hunters, Comanche warriors, explorers, and pioneers in the theatre called the "Century of Adventure", 1780-1880.	1neutral
They are all kindergarten through sixth grade and located within the city of Burbank.	They are all kindergarten through sixth grade and located within the city of Mount Panorama.	2contradiction
It was originally worn by the upper class as a daily hat, but spread to commoners and women in the later period.	It was originally worn by the upper class as a daily hat.	0entailment
Trade unions may be formed with seven or more members, although those in military service or in management positions may not form unions.	Trade unions may be formed with two or more members, although those in military service or in management positions may not form unions.	1neutral
It was also locally known as " Dark Cream Common Beer " Dark Cream Common Beer ", " Cream Beer " or " Common Beer ".	It was also locally known as "Dark Cream Common Beer", "Cream Beer" or "Common Beer".	1neutral
He uses the stage name "Li Ming" or "Lai Ming" which literally means "dawn."	He uses the stage name " Li Ming " which literally means " dawn. "	0entailment
Joakim Nyström was the defending champion, but did not participate this year.	Joakim Nyström did not participate this year.	0entailment
Sometimes the junction name also refers to the surrounding community or area as well as just the highway junction itself.	Sometimes the junction name also refers to the surrounding community as well as just the highway junction itself.	0entailment
These talks took place in 1974, but this is the first English translation.	These talks took place in 1975, but this is the first English translation.	2contradiction
The DVDs were first released as single films but most later releases would be double features on single double-sided discs.	The DVDs were 100th released as single films but most later releases would be double features on single double-sided discs.	2contradiction
The river breaks into three forks, the North, South Forks, of which the Middle Fork is considered the main stem.	The river breaks into three forks, the North, Middle and South Forks, of which the Middle Fork is considered the main stem.	1neutral
Arrangement deals with issues of how to best organize an argument in order to attain the writer ’s goals.	Arrangement deals with issues of how to best organize an argument in order to attain the speaker or writer’s goals.	1neutral
Sligo entered the All-Ireland Qualifiers but soon exited, with a tame 0-13 - 0-04 defeat by Kildare in their next game.	Sligo entered the All - Ireland Qualifiers.	0entailment
Diamanten ("The Diamond") or Oksenøyveien 3 is an office building located at Fornebu in Bærum, Norway.	Diamanten " The Diamond " is an office building located at Fornebu in Bærum, Norway.	0entailment
The first two seasons for each country were broadly similar.	The first two seasons for each country were broadly similar, but thereafter diverged.	1neutral
Indeed, over half of all LACCD students are older than 25 years of age, and more than a quarter are 35 or older.	Indeed, over half of all LACCD students are older than 25 years of age, and more than a quarter are 35.	0entailment
... there ’s just no way ’cause it ’s too weird. "	(...) It’s the one that everybody likes, but there’s just no way ’cause it’s too weird."	1neutral
Taijutsu is similar to Karate.	Taijutsu is similar to Karate but is more focused on the body techniques.	1neutral
Groups are usually described as indigenous when they maintain traditions or other aspects of an early culture that is associated with a given region.	Groups are usually described as indigenous when they maintain traditions.	0entailment
Three more episodes were filmed after the original cast abandoned the series, bringing the total number of episodes to 11 but it was cancelled in April 2005.	Three more episodes were filmed after the original cast abandoned the series, bringing the total number of episodes to 11.	2contradiction
Within Cinemark, he has held the positions of Chairman, Vice Chairman, Executive Director, and Director at one of the Cinemark subsidiaries.	Within Cinemark, he has held the positions of Chairman, Vice Chairman, Executive Director, and Director at one or more of the Cinemark subsidiaries.	1neutral
Cypress is a conifer shrub of northern temperate regions that belongs to the family Cupressaceae.	Cypress is a conifer tree or shrub of northern temperate regions that belongs to the family Cupressaceae.	1neutral