7.1 KiBLFS
7.1 KiBLFS
Task Hierarchy
Guidelines / FAQs for Contributors:
- Massaging the task hierarchy categories is somewhat encouraged.
src/auto_add_domain.pyis helpful for adding domains for all tasks in any particular dataset
Task Categories
TranslationQuestion AnsweringProgram ExecutionQuestion GenerationSentiment AnalysisText CategorizationText MatchingToxic Language DetectionCause Effect ClassificationInformation ExtractionTextual EntailmentWrong Candidate GenerationNamed Entity RecognitionCommonsense ClassificationFill in The BlankText CompletionSentence CompositionTitle GenerationLanguage IdentificationQuestion UnderstandingSentence PerturbationAnswerability ClassificationSummarizationCoreference ResolutionText Quality EvaluationText to CodeParaphrasingDialogue GenerationQuestion RewritingWord SemanticsPos TaggingLinguistic ProbingStory CompositionSpeaker IdentificationWord AnalogyData to TextStereotype DetectionNegotiation Strategy DetectionDialogue Act RecognitionGender ClassificationCoherence ClassificationExplanationEthics ClassificationWord Relation ClassificationSentence OrderingAnswer VerificationMathematicsIntent IdentificationKeyword TaggingCode to TextDialogue State TrackingText SimplificationStance DetectionFact VerificationGrammar Error DetectionSection ClassificationNumber ConversionStyle TransferSpeaker Relation ClassificationIrony DetectionQuestion DecompositionOverlap ExtractionGrammar Error CorrectionSpelling Error DetectionEntity GenerationSentence ExpansionDiscourse Connective IdentificationDiscourse Relation ClassificationPoem GenerationEntity Relation ClassificationPunctuation Error DetectionSpam ClassificationPaper ReviewSentence CompressionPreposition PredictionMisc.
Reasoning
Abductive ReasoningAnalogical ReasoningArgument ReasoningCausal ReasoningCommonsense Reasoning: Tasks related to activities humans do in daily life e.g. eating breakfast in the morning, sleeping during night etc.Commonsense Reasoning -> Numerical Commonsense Reasoning: Tasks which requires numerical commonsense knowledge e.g. a car has 4 wheels.Commonsense Reasoning -> Physical Reasoning: Tasks involving physical interactions with objects e.g. a knife (and not a paper) is used to cut objectsCommonsense Reasoning -> Social SituationsCommonsense Reasoning -> Spatial Reasoning
Counterfactual ReasoningCross-document ReasoningDeductive ReasoningDiscrete ReasoningEthical JudgementEthicsGrammatical ReasoningLogical ReasoningLogical Reasoning -> Reasoning with Symbols: Tasks where symbols represent various things e.g. if X is the number of apples in the fridge today morning and Y is the number remaining after I ate a few apples, X-Y is the number of apples I ate.
MathematicsMathematics -> AlgebraMathematics -> ArithmeticMathematics -> CombinatoricsMathematics -> Counting: Count an attribute of input e.g. a task to count number of vowels in a given wordMathematics -> GeometryMathematics -> Statistics
Multihop ReasoningNumerical ReasoningNumerical Reasoning -> Numerical Commonsense Reasoning: Tasks which requires numerical commonsense knowledge e.g. a car has 4 wheels.
Planning: Tasks which need some sort of planning e.g. how to go to Hawaii?Quantitative ReasoningReasoning on ActionsReasoning on Numbers: When inputs are numbers, e.g. finding the maximum of a listReasoning on ObjectsReasoning on Social InteractionsReasoning on StringsReasoning with SymbolsRelational ReasoningScientific ReasoningTemporal ReasoningTextual EntailmentTextual Entailment -> Abductive ReasoningTextual Entailment -> Analogical ReasoningTextual Entailment -> Deductive ReasoningTextual Entailment -> Inductive Reasoning
Domain
AccountingAnimalsAnthropologyArchitectureArtAstronomyBiologyBiology -> AnatomyBiology -> BioinformaticsBiology -> Clinical KnowledgeBiology -> Human BiologyBiology -> Virology
BooksBusiness EthicsCaptionsCaptions -> Image CaptionsCaptions -> Video Captions
ChemistryCodeCode -> LanguageCode -> Language -> PythonCode -> Language -> SQL
Code -> RepoCode -> Repo -> GithubCode -> Repo -> Stack Overflow
CommonsenseCommonsense -> Concepts and RelationsCommonsense -> Concepts and Relations -> Physical Commonsense: a context involving two physical objects with contrasting properties, usage, locations, etc.Commonsense -> Concepts and Relations -> Social Commonsense: a situation involving two people with contrasting attributes, emotions, social roles, etc.Commonsense -> Concepts and Relations -> Spatial Commonsense
Commonsense -> Stories
Computer ScienceComputer Science -> Computer SecurityComputer Science -> Machine Learning
ConferenceCountriesDebatepediaDialogueEconometricsEconomicsEconomics -> MacroeconomicsEconomics -> Microeconomics
Electrical EngineeringEnglish ExamsFictionFoodFormal FallacyGameGame -> Card Game
GeographyGlobal FactsGovernment and PoliticsHealthcareHistoryHistory -> 9/11 ReportsHistory -> European History
Human RaceHuman SexualityInternational LawJurisprudenceJusticeKnowledge BaseKnowledge Base -> FreebaseKnowledge Base -> Wikidata
LawLinguisticsLiteratureLogicLogic -> Formal logicLogic -> Propositional Logic
ManagementMarketingMathematicsMedical GeneticsMedicineMiscellaneousMoral ScenariosMoviesMusicNarrativeNarrative -> Everyday Events
Natural ScienceNatural Science -> School Science Textbooks
NewsNutritionPersonal NarrativesPhilosophyPhysicsPop CulturePrehistoryProfessionsPsychologyPublic PlacesPublic Places -> Restaurants
Public RelationsReviewsReviews -> BooksReviews -> Electronics and GroceryReviews -> FoodReviews -> MoviesReviews -> MusicReviews -> RestaurantsReviews -> TripAdvisor
Scientific Research PapersSecurity: Environmental SecuritySecurity: National SecuritySocial MediaSocial Media -> RedditSocial Media -> Text MessageSocial Media -> Twitter
SociologySportsSports -> NFL
StatisticsStereotypesStoryTED TalksUS Foreign PolicyWebWikipediaWorld Religions
Language
- https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes: ISO language name column