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alive
think
HasSubevent
think
One of the things you do when you are alive is [MASK].
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analyse
paralysis
HasSubevent
paralysis
Something that might happen when you analyse something is [MASK].
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analysing
analysis
HasSubevent
analysis
Something that might happen while analysing something is [MASK].
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analysing
education
HasSubevent
education
Something that might happen while analysing something is [MASK].
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analysing
idea
HasSubevent
idea
Something that might happen while analysing something is coming up with a new [MASK].
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analysing
smell
HasSubevent
smell
Something you might do while analysing something is [MASK] it.
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angry
yelling
HasSubevent
yelling
One of the things you do when you are angry is [MASK].
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asleep
dreaming
HasSubevent
Dreaming
The story "[MASK]" has the step "I fell asleep.".
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awake
sneezing
HasSubevent
sneezing
Something that might happen when you awake is [MASK].
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awake
stretch
HasSubevent
stretch
The statement "Something that might happen when you awake is you [MASK]." is true because After sleeping, the body has lain relatively motionless.
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awake
think
HasSubevent
think
If you want to [MASK] then you should be awake.
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awaking
alarm
HasSubevent
alarm
Something that might happen while awaking is realising that you haven't heard the [MASK] and that you are late for work.
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awaking
stretch
HasSubevent
stretch
Something you might do while awaking is [MASK] like a cat.
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awaking
yawn
HasSubevent
yawn
Something you might do while awaking is [MASK].
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bathe
shampoo
HasSubevent
shampoo
You can use [MASK] to bathe your dog.
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bathing
drown
HasSubevent
drown
Something you might do while bathing is [MASK].
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bathing
read
HasSubevent
read
While bathing some people [MASK] magazines.
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bathing
relax
HasSubevent
relax
Something you might do while bathing is [MASK].
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bathing
soak
HasSubevent
soak
Something you need to do before you [MASK] in a hotspring is put on a bathing suit.
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breathe
inhaling
HasSubevent
inhaling
The statement "If you want to breathe then you should inhale and exhale" is true because breathing is taking in oxygen by [MASK] air into your lungs, which sends the oxygen into your bloodstream, and takes the carbon dioxide out of your bloodstream, which you then exhale back into space.
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breathe
wheeze
HasSubevent
wheeze
Something that might happen when you breathe is a [MASK].
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breathing
choke
HasSubevent
choke
Something you might do while breathing is [MASK].
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breathing
cough
HasSubevent
cough
Something that might happen while breathing is [MASK].
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breathing
hiccup
HasSubevent
hiccup
Something that might happen while breathing is [MASK].
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breathing
inhale
HasSubevent
inhale
The statement "If you want to breathe then you should [MASK] and exhale" is true because breathing is taking in oxygen by inhaling air into your lungs, which sends the oxygen into your bloodstream, and takes the carbon dioxide out of your bloodstream, which you then exhale back into space.
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breathing
live
HasSubevent
live
If you're breathing and have a place to [MASK], everything else is a bonus.
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breathing
sigh
HasSubevent
sigh
Something you might do while breathing is [MASK].
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breathing
yawn
HasSubevent
yawn
Something you might do while breathing is [MASK].
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buying
act
HasSubevent
act
When I want to buy something, I get into the [MASK] of buying.
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buying
bargain
HasSubevent
bargain
The fact "a salesman can offer a good deal" is illustrated with the story:1. a good deal is the right object at the right price2. a good deal is buying a pizza and getting another one free.3. a good deal is a nice car for $1000.004. salesmen get paid to sell things to people like you and me5. a salesman can offer you a good deal, or you may be able to [MASK] with him to lower the price.
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buying
decide
HasSubevent
decide
To understand the event "Fred was thinking of buying a motorcycle.", it is important to know that fred was also trying to [MASK] wether he was going to buy the motorcycle or not.
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buying
feel
HasSubevent
feel
Something you might do while buying fresh fruits and vegetables is [MASK] them to see if they are ripe.
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buying
incisive
HasSubevent
incisive
Something you might do while buying something is be [MASK].
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buying
insure
HasSubevent
insure
Something you might do while buying something is [MASK] it.
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buying
investigate
HasSubevent
investigate
Something you might do while buying something is [MASK] it.
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buying
negotiate
HasSubevent
negotiate
Something that might happen while buying a house is that you will need to [MASK] on the price with the people who are selling the house.
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buying
observe
HasSubevent
observe
Something you might do while buying something is [MASK] it.
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buying
pinch
HasSubevent
pinch
Something you might do while buying something is [MASK] it.
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buying
ponder
HasSubevent
ponder
Something you might do while buying something is [MASK].
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buying
sample
HasSubevent
sample
Something you might do while buying something is taste a [MASK].
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buying
selective
HasSubevent
selective
Something you might do while buying something is be [MASK].
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buying
sharp
HasSubevent
sharp
Something you might do while buying something is be [MASK].
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buying
skeptical
HasSubevent
skeptical
Something you might do while buying something is be [MASK].
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buying
smell
HasSubevent
smell
Something you might do while buying something is [MASK] it.
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buying
study
HasSubevent
study
Something you might do while buying something is [MASK] it.
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buying
suspicious
HasSubevent
suspicious
The statement "The story "Buying Something" has the step "She talked to me in a soothing tone."" is true because She needed to convince me not to be [MASK] of her.
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buying
worry
HasSubevent
worry
Something you might do while buying something is [MASK].
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celebrating
applause
HasSubevent
applause
Something that might happen while celebrating is [MASK].
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celebrating
boasting
HasSubevent
boasting
Something that might happen while celebrating is [MASK].
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celebrating
bonfire
HasSubevent
bonfire
Another way to say "lighting a fire is for celebrating." is "Some celebrations require the lighting of a [MASK].".
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celebrating
buffet
HasSubevent
buffet
Something that might happen while celebrating is a [MASK].
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celebrating
chaos
HasSubevent
chaos
Something that might happen while celebrating is [MASK].
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celebrating
christmas
HasSubevent
Christmas
Something that might happen while celebrating is [MASK].
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celebrating
commemoration
HasSubevent
commemoration
Something that might happen while celebrating is a [MASK].
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celebrating
contest
HasSubevent
contest
Something that might happen while celebrating is a [MASK].
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celebrating
dance
HasSubevent
dance
Something you might do while celebrating is [MASK].
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celebrating
decorate
HasSubevent
decorate
Something that might happen while celebrating is [MASK].
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celebrating
drink
HasSubevent
drink
Something you might do while celebrating is [MASK].
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celebrating
exulting
HasSubevent
exulting
Something that might happen while celebrating is [MASK].
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celebrating
fireworks
HasSubevent
fireworks
Something that might happen while celebrating is [MASK].
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celebrating
happy
HasSubevent
happy
The statement "You would celebrate because you want to feel [MASK]" is true because because celebrating is how you lift your spirit.
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celebrating
hosting
HasSubevent
hosting
The statement "Another way to say "having a party is for celebrating" is "People celebrate events by [MASK] parties."" is true because The first phrase in quotes has a very similar meaning to the second phrase in quotes.
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celebrating
hugs
HasSubevent
hugs
Something that might happen while celebrating is [MASK].
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celebrating
humor
HasSubevent
humor
Something that might happen while celebrating is [MASK].
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celebrating
indigestion
HasSubevent
indigestion
Something that might happen while celebrating is [MASK].
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celebrating
kissing
HasSubevent
kissing
Something that might happen while celebrating is [MASK].
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celebrating
laughter
HasSubevent
laughter
Something that might happen while celebrating is [MASK].
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celebrating
looting
HasSubevent
looting
Something that might happen while celebrating is [MASK].
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celebrating
memorializing
HasSubevent
memorializing
Something that might happen while celebrating is [MASK].
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celebrating
noise
HasSubevent
noise
Something that might happen while celebrating is [MASK].
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celebrating
parade
HasSubevent
parade
Something that might happen while celebrating is a [MASK].
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celebrating
revelry
HasSubevent
revelry
Something that might happen while celebrating is [MASK].
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celebrating
riot
HasSubevent
riot
Something that might happen while celebrating is a [MASK].
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celebrating
roasted
HasSubevent
roasted
Something that might happen while celebrating is someone is [MASK].
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celebrating
screaming
HasSubevent
screaming
Something that might happen while celebrating is [MASK].
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celebrating
toasted
HasSubevent
toasted
Something that might happen while celebrating is someone is [MASK].
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choke
gag
HasSubevent
gag
One of the things you do when you choke is [MASK].
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clean
neatness
HasSubevent
neatness
Clean is [MASK].
Clean is not [MASK].
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clean
vaccuum
HasSubevent
vaccuum
If you want to clean your room then you should have a [MASK].
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cleaning
declutter
HasSubevent
declutter
Something you might do while cleaning is [MASK].
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cleaning
dust
HasSubevent
dust
Something that might happen while cleaning the house is plugging in the vacuum and pushing it around on the carpet to pick up [MASK], dirt, dog hair, and other small items.
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cleaning
dusting
HasSubevent
dusting
Something that might happen while cleaning the house is [MASK].
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cleaning
sneezing
HasSubevent
sneezing
Something that might happen as a consequence of cleaning your room is not [MASK] much.
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cleaning
sweep
HasSubevent
sweep
Something you might do while cleaning is [MASK] floors.
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cleaning
thinking
HasSubevent
thinking
Something you might do while cleaning is [MASK].
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cleaning
vacuum
HasSubevent
vacuum
Something that might happen while cleaning the house is plugging in the [MASK] and pushing it around on the carpet to pick up dust, dirt, dog hair, and other small items.
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climb
fall
HasSubevent
fall
To understand the event "Sam went to climb a tree.", it is important to know that Sam could possibly [MASK] and break something.
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climb
falling
HasSubevent
falling
Something that might happen when you climb is [MASK].
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climb
grab
HasSubevent
grab
One of the things you do when you climb is [MASK] something.
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cogitate
ruminate
HasSubevent
ruminate
One of the things you do when you cogitate is [MASK].
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cogitating
creativity
HasSubevent
creativity
Something that might happen while cogitating is [MASK].
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cogitating
enjoy
HasSubevent
enjoy
Something that might happen while cogitating is you [MASK] it.
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college
learn
HasSubevent
learn
There a hundreds of drinking games to [MASK] at college.
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comfort
hug
HasSubevent
hug
The first thing you do when you comfort a friend is give your friend a [MASK].
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communicate
laughing
HasSubevent
laughing
Something that might happen when you communicate is [MASK].
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communicate
misunderstandings
HasSubevent
misunderstandings
Something that might happen when you communicate is [MASK].
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communicating
distortion
HasSubevent
distortion
Something that might happen while communicating is [MASK].
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communicating
flirting
HasSubevent
flirting
Something you might do while communicating is [MASK].
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communicating
knowledge
HasSubevent
knowledge
Communicating is for gaining [MASK].
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communicating
learn
HasSubevent
learn
Something that might happen while communicating is you [MASK].

Dataset Card for LAMA: LAnguage Model Analysis - a dataset for probing and analyzing the factual and commonsense knowledge contained in pretrained language models.

@inproceedings{petroni2020how, title={How Context Affects Language Models' Factual Predictions}, author={Fabio Petroni and Patrick Lewis and Aleksandra Piktus and Tim Rockt{"a}schel and Yuxiang Wu and Alexander H. Miller and Sebastian Riedel}, booktitle={Automated Knowledge Base Construction}, year={2020}, url={https://openreview.net/forum?id=025X0zPfn} }

Dataset Summary

This dataset provides the data for LAMA. The dataset include a subset of Google_RE (https://code.google.com/archive/p/relation-extraction-corpus/), TRex (subset of wikidata triples), Conceptnet (https://github.com/commonsense/conceptnet5/wiki) and Squad. There are configs for each of "google_re", "trex", "conceptnet" and "squad", respectively.

The dataset includes some cleanup, and addition of a masked sentence and associated answers for the [MASK] token. The accuracy in predicting the [MASK] token shows how well the language model knows facts and common sense information. The [MASK] tokens are only for the "object" slots.

This version of the dataset includes "negated" sentences as well as the masked sentence. Also, certain of the config includes "template" and "template_negated" fields of the form "[X] some text [Y]", where [X] and [Y] are the subject and object slots respectively of certain relations.

See the paper for more details. For more information, also see: https://github.com/facebookresearch/LAMA

Languages

en

Dataset Structure

Data Instances

The trex config has the following fields:

{'description': 'the item (an institution, law, public office ...) or statement belongs to or has power over or applies to the value (a territorial jurisdiction: a country, state, municipality, ...)', 'label': 'applies to jurisdiction', 'masked_sentence': 'It is known as a principality as it is a monarchy headed by two Co-Princes 鈥 the Spanish/Roman Catholic Bishop of Urgell and the President of [MASK].', 'obj_label': 'France', 'obj_surface': 'France', 'obj_uri': 'Q142', 'predicate_id': 'P1001', 'sub_label': 'president of the French Republic', 'sub_surface': 'President', 'sub_uri': 'Q191954', 'template': '[X] is a legal term in [Y] .', 'template_negated': '[X] is not a legal term in [Y] .', 'type': 'N-M', 'uuid': '3fe3d4da-9df9-45ba-8109-784ce5fba38a'}

The conceptnet config has the following fields:

{'masked_sentence': 'One of the things you do when you are alive is [MASK].', 'negated': '', 'obj': 'think', 'obj_label': 'think', 'pred': 'HasSubevent', 'sub': 'alive', 'uuid': 'd4f11631dde8a43beda613ec845ff7d1'}

The squad config has the following fields:

{'id': '56be4db0acb8001400a502f0_0', 'masked_sentence': 'To emphasize the 50th anniversary of the Super Bowl the [MASK] color was used.', 'negated': "['To emphasize the 50th anniversary of the Super Bowl the [MASK] color was not used.']", 'obj_label': 'gold', 'sub_label': 'Squad'}

The google_re config has the following fields:

{'evidences': '[{\'url\': \'http://en.wikipedia.org/wiki/Peter_F._Martin\', \'snippet\': "Peter F. Martin (born 1941) is an American politician who is a Democratic member of the Rhode Island House of Representatives. He has represented the 75th District Newport since 6 January 2009. He is currently serves on the House Committees on Judiciary, Municipal Government, and Veteran\'s Affairs. During his first term of office he served on the House Committees on Small Business and Separation of Powers & Government Oversight. In August 2010, Representative Martin was appointed as a Commissioner on the Atlantic States Marine Fisheries Commission", \'considered_sentences\': [\'Peter F Martin (born 1941) is an American politician who is a Democratic member of the Rhode Island House of Representatives .\']}]', 'judgments': "[{'rater': '18349444711114572460', 'judgment': 'yes'}, {'rater': '17595829233063766365', 'judgment': 'yes'}, {'rater': '4593294093459651288', 'judgment': 'yes'}, {'rater': '7387074196865291426', 'judgment': 'yes'}, {'rater': '17154471385681223613', 'judgment': 'yes'}]", 'masked_sentence': 'Peter F Martin (born [MASK]) is an American politician who is a Democratic member of the Rhode Island House of Representatives .', 'obj': '1941', 'obj_aliases': '[]', 'obj_label': '1941', 'obj_w': 'None', 'pred': '/people/person/date_of_birth', 'sub': '/m/09gb0bw', 'sub_aliases': '[]', 'sub_label': 'Peter F. Martin', 'sub_w': 'None', 'template': '[X] (born [Y]).', 'template_negated': '[X] (not born [Y]).', 'uuid': '18af2dac-21d3-4c42-aff5-c247f245e203'}

Data Fields

The trex config has the following fields:

  • uuid: the id
  • obj_uri: a uri for the object slot
  • obj_label: a label for the object slot
  • sub_uri: a uri for the subject slot
  • sub_label: a label for the subject slot
  • predicate_id: the predicate/relationship
  • sub_surface: the surface text for the subject
  • obj_surface: The surface text for the object. This is the word that should be predicted by the [MASK] token.
  • masked_sentence: The masked sentence used to probe, with the object word replaced with [MASK]
  • template: A pattern of text for extracting the relationship, object and subject of the form "[X] some text [Y]", where [X] and [Y] are the subject and object slots respectively. template may be missing and replaced with an empty string.
  • template_negated: Same as above, except the [Y] is not the object. template_negated may be missing and replaced with empty strings.
  • label: the label for the relationship/predicate. label may be missing and replaced with an empty string.
  • description': a description of the relationship/predicate. description may be missing and replaced with an empty string.
  • type: a type id for the relationship/predicate. type may be missing and replaced with an empty string.

The conceptnet config has the following fields:

  • uuid: the id
  • sub: the subject. subj may be missing and replaced with an empty string.
  • obj: the object to be predicted. obj may be missing and replaced with an empty string.
  • pred: the predicate/relationship
  • obj_label: the object label
  • masked_sentence: The masked sentence used to probe, with the object word replaced with [MASK]
  • negated: same as above, except [MASK] is replaced by something that is not the object word. negated may be missing and replaced with empty strings.

The squad config has the following fields:

  • id: the id
  • sub_label: the subject label
  • obj_label: the object label that is being predicted
  • masked_sentence: The masked sentence used to probe, with the object word replaced with [MASK]
  • negated: same as above, except [MASK] is replaced by something that is not the object word. negated may be missing and replaced with empty strings.

The google_re config has the following fields:

  • uuid: the id
  • pred: the predicate
  • sub: the subject. subj may be missing and replaced with an empty string.
  • obj: the object. obj may be missing and replaced with an empty string.
  • evidences: flattened json string that provides evidence for predicate. parse this json string to get more 'snippet' information.
  • judgments: data about judgments
  • sub_q: unknown
  • sub_label: label for the subject
  • sub_aliases: unknown
  • obj_w: unknown
  • obj_label: label for the object
  • obj_aliases: unknown
  • masked_sentence: The masked sentence used to probe, with the object word replaced with [MASK]
  • template: A pattern of text for extracting the relationship, object and subject of the form "[X] some text [Y]", where [X] and [Y] are the subject and object slots respectively.
  • template_negated: Same as above, except the [Y] is not the object.

Data Splits

There are no data splits.

Dataset Creation

Curation Rationale

This dataset was gathered and created to probe what language models understand.

Source Data

Initial Data Collection and Normalization

See the reaserch paper and website for more detail. The dataset was created gathered from various other datasets with cleanups for probing.

Who are the source language producers?

The LAMA authors and the original authors of the various configs.

Annotations

Annotation process

Human annotations under the original datasets (conceptnet), and various machine annotations.

Who are the annotators?

Human annotations and machine annotations.

Personal and Sensitive Information

Unkown, but likely names of famous people.

Considerations for Using the Data

Social Impact of Dataset

The goal for the work is to probe the understanding of language models.

Discussion of Biases

Since the data is from human annotators, there is likely to be baises.

[More Information Needed]

Other Known Limitations

The original documentation for the datafields are limited.

Additional Information

Dataset Curators

The authors of LAMA at Facebook and the authors of the original datasets.

Licensing Information

The Creative Commons Attribution-Noncommercial 4.0 International License. see https://github.com/facebookresearch/LAMA/blob/master/LICENSE

Citation Information

@inproceedings{petroni2019language, title={Language Models as Knowledge Bases?}, author={F. Petroni, T. Rockt{"{a}}schel, A. H. Miller, P. Lewis, A. Bakhtin, Y. Wu and S. Riedel}, booktitle={In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019}, year={2019} }

@inproceedings{petroni2020how, title={How Context Affects Language Models' Factual Predictions}, author={Fabio Petroni and Patrick Lewis and Aleksandra Piktus and Tim Rockt{"a}schel and Yuxiang Wu and Alexander H. Miller and Sebastian Riedel}, booktitle={Automated Knowledge Base Construction}, year={2020}, url={https://openreview.net/forum?id=025X0zPfn} }

Contributions

Thanks to @ontocord for adding this dataset.

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