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What counts as a hallucination?

Explore 54 terms, their working definitions, and the boundaries between them.

2026Ongoing research

One word, many definitions

Factuality, faithfulness, misinformation and reasoning errors overlap, but they are not interchangeable. This map makes those distinctions explorable.

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These are working definitions and an explanatory synthesis. Dashed boundaries and question marks preserve uncertainty. Area is not quantitative; a label’s position is not an instance-level classification rule.

Research materials

The supplied paper is a draft. The interactive map uses the project’s working definition registry. Draft model-comparison results are not reproduced here; the repository documents unresolved provenance for that analysis.

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TERMINOLOGY  compared in this analysis Hallucination Misinformation Factuality Hallucination ? Faithfulness Hallucination Disinformation Intrinsic Error ? Nuanced Meaning Shift ? Self Inconsistency Logical Inconsistency Extrinsic Error Verified External Knowledge ? Unverifiable External Knowledge ? External Knowledge Contradiction Instruction Inconsistency Commonsense Error ? Outdated Information ? Quantitative Error Definition Error Temporal Sequence Error Stating Opinion as Fact Confidence Error ? Reference Error Attribution Error ? Entity Identification Error Nonexistent Reference Error ? Coreference Error Indexical Reference Error Unintentional Misinformation Rumor/Unverified Inference ? Conspiracy Theory ? Rumors ? Cherry-picking ? Contextual Framing Error ? Fake News Imposter Content Manipulated Content Obfuscation ? Clickbait ? Misleading ? Reasoning Error Deductive Error Circular Reasoning Invalid Syllogism Non Sequitur Logical Fallacy ? Inductive Error Causal Error False Connection Error ? Scope Error ? Over-Specificity Error Overgeneralization Error ADJACENT TERMS Unintelligible Output ? Relevance Error ? Satire or Parody ? nested category context-dependent boundary related terms; membership varies ? disputed placement
All 54 working definitions

54 terms

Attribution Error

Incorrectly assigning statements, ideas, or actions to sources or entities.

Causal Error

Incorrectly assigning cause-effect relationships.

Cherry-picking

Selectively presenting facts or data that support a particular position while ignoring contradictory evidence.

Circular Reasoning

An argument in which the conclusion is assumed in one of the premises; also known as begging the question.

Clickbait

Content designed with misleading or sensationalist headlines to attract attention and generate clicks, often at the expense of accuracy or substance.

Commonsense Error

Content that violates general, widely accepted knowledge or basic logical reasoning expected of humans.

Confidence Error

Expressing greater certainty than the available evidence supports, including presenting unverified information without appropriate uncertainty markers.

Conspiracy Theory

Explanatory beliefs about social events as the result of plots by powerful, often hidden, actors, typically lacking verifiable evidence.

Contextual Framing Error

Presenting information in a context that alters its meaning or significance, potentially leading to misinterpretation.

Coreference Error

Mistakes in linking pronouns or other referring expressions to the correct entities or concepts within the text.

Deductive Error

Errors in reasoning that involve incorrectly applying general rules or principles to specific instances.

Definition Error

Incorrectly defining terms, concepts, or phenomena.

Disinformation

Deliberately false or misleading information created and spread with the intention to deceive.

Entity Identification Error

Misidentifying or misclassifying named entities such as persons, organizations, or locations.

External Knowledge Contradiction

Introducing information that is demonstrably false based on external knowledge beyond the source.

Extrinsic Error

Generated output that introduces information not stated or inferable from the source alone; verification may require external evidence.

Factuality Hallucination

A use of hallucination centered on whether generated information is correct in the world.

Faithfulness Hallucination

A use of hallucination centered on whether generated output is supported by and accurately represents the provided source or input.

Fake News

Deliberately fabricated information presented in the style of news reporting to deceive or mislead. A specific form of Disinformation.

False Connection Error

Incorrectly linking unrelated ideas, events, or entities as if they are connected or causally related.

Hallucination

Model-generated content judged erroneous under a stated factuality or faithfulness policy, including unsupported or contradicted claims and related reasoning or reference failures.

Imposter Content

Content created by impersonating genuine sources, individuals, or organizations to deceive.

Indexical Reference Error

Errors in resolving references that depend on the context of utterance, such as 'here', 'now', or 'I'.

Inductive Error

Errors in reasoning that involve drawing general conclusions from specific instances improperly.

Instruction Inconsistency

Content that deviates from or contradicts the specific instructions or guidelines provided in the input prompt.

Intrinsic Error

Output that contradicts the source content or the input provided; this is verifiable by comparing the output directly to the source.

Invalid Syllogism

A deductive argument structured as a syllogism that is logically invalid, meaning its conclusion does not necessarily follow from its premises.

Logical Fallacy

A flaw in the structure of a deductive argument or an error in reasoning that renders an argument invalid.

Logical Inconsistency

Content that contains internal contradictions or reasoning flaws that violate principles of logic.

Manipulated Content

Genuine information or imagery that has been altered or doctored to deceive.

Misinformation

Disseminable inaccurate information, which can be either unintentional or intentional.

Misleading

Information that, while possibly technically correct in parts, is presented in a way that leads to incorrect conclusions or a false impression.

Non Sequitur

A conclusion or statement that does not logically follow from the previous argument or statement.

Nonexistent Reference Error

Referring to entities, events, or concepts that do not exist or are not present in the given context.

Nuanced Meaning Shift

A subtle change in emphasis, scope, or implication that preserves the core proposition while shifting its interpretation. Use this for interpretive drift, not direct contradiction, dropped attribution, or an incorrect reference.

Obfuscation

Making something deliberately unclear, confusing, or difficult to understand, often to hide the truth or mislead.

Outdated Information

Content that was once accurate but is no longer current.

Over-Specificity Error

Making claims that are too narrow or constrained, applying general knowledge in an overly restrictive way or misclassifying broad principles as limited cases.

Overgeneralization Error

Placing items, concepts, or cases into overly broad categories or making sweeping claims based on insufficient evidence.

Quantitative Error

Incorrect representation of data points, statistics, numerical values, or mathematical calculations.

Reasoning Error

Drawing incorrect conclusions from the information in the source or applying flawed logical steps.

Reference Error

Incorrect citation, attribution of information to inappropriate sources, or errors in how entities or concepts are referred to.

Relevance Error

The generated output is off-topic or does not adequately address the user's prompt or question.

Rumor/Unverified Inference

Circulating unverified claims or stories, or making inferences without clear evidence or justification.

Rumors

Unverified claims or stories circulating without clear evidence. Can be part of Misinformation or Disinformation.

Satire or Parody

Content that uses humor, irony, exaggeration, or ridicule to expose and criticize people's stupidity or vices, which can be misinterpreted as genuine information if context is lost.

Scope Error

Incorrectly defining the breadth of a claim or category, either by overextending generalizations to inappropriate cases or by applying general knowledge too narrowly.

Self Inconsistency

Content that contradicts itself within the same generated output.

Stating Opinion as Fact

Presenting opinions from the source or generated opinions as factual statements without appropriate attribution or qualification.

Temporal Sequence Error

Incorrect representation of time relationships, sequences, or chronology of events.

Unintelligible Output

Text with severe linguistic issues such as incoherence, unintelligibility, major grammar errors, or major spelling errors that make the text hard to interpret.

Unintentional Misinformation

Inaccurate information spread without a deliberate intent to deceive, possibly due to misunderstanding or error.

Unverifiable External Knowledge

Information that cannot be verified by reliable external sources, making its accuracy indeterminable.

Verified External Knowledge

Information that can be verified by reliable external sources, but is not present in the source material.

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