Glossary

AI writing terms, translated into plain English.

Search-friendly definitions for the ideas students and writers run into every day: detectors, rewriters, false positives, citations, study tools, and responsible AI workflows.

99 terms

01

AI Writing Fundamentals

Large language model (LLM)

A type of AI trained on vast text data to predict and generate language. Tools like Conch use LLMs to assist with drafting, editing, and studying.

02

AI Writing Fundamentals

Generative AI

AI systems that create new text, images, or audio from prompts rather than only classifying existing data.

03

AI Writing Fundamentals

Prompt

The instruction or question you give an AI model. Clear prompts usually produce clearer, more useful output.

04

AI Writing Fundamentals

Prompt engineering

The practice of structuring prompts to get better, more consistent results from AI writing tools.

05

AI Writing Fundamentals

AI-assisted writing

Using AI to support brainstorming, outlining, drafting, editing, or revising while the writer keeps final control.

06

AI Writing Fundamentals

AI draft

An initial version of text produced with AI help that a writer then reviews, edits, and personalizes.

07

AI Writing Fundamentals

Context window

The amount of text an AI model can consider at once when generating a response.

08

AI Writing Fundamentals

Token

A small unit of text—often a word fragment—that language models process and count for usage limits.

09

AI Writing Fundamentals

Temperature

A model setting that controls randomness. Lower values are more predictable; higher values are more creative.

10

Detection & Authenticity

AI detector

Software that estimates whether text was likely written by AI, a human, or a mix of both.

11

Detection & Authenticity

False positive

When a detector incorrectly flags human-written or lightly edited text as AI-generated.

12

Detection & Authenticity

False negative

When a detector fails to identify text that was largely AI-generated.

13

Detection & Authenticity

Confidence score

A percentage or rating a detector assigns to how likely it thinks text is AI-written.

14

Detection & Authenticity

Classifier model

A machine learning model trained to sort text into categories such as human vs. AI.

15

Detection & Authenticity

Watermarking

Embedding hidden signals in AI-generated text so detectors or platforms can identify its origin.

16

Detection & Authenticity

Authorship verification

Processes and tools used to confirm who created a piece of writing and how it was produced.

17

Detection & Authenticity

Mixed authorship

Writing that combines human ideas with AI-generated sentences, edits, or structural suggestions.

18

Detection & Authenticity

Detection threshold

The cutoff score above which a detector labels text as likely AI-generated.

19

Rewriting & Style

AI rewriter

A tool that refines AI-assisted text to sound more natural, varied, and aligned with a user's voice.

20

Rewriting & Style

Paraphrasing

Rewriting text in different words while preserving meaning—used for clarity, tone, or originality.

21

Rewriting & Style

Voice preservation

Keeping a writer's personal tone, vocabulary, and rhythm when AI rewrites or polishes text.

22

Rewriting & Style

Burstiness

Variation in sentence length and rhythm. Natural writing often has more burstiness than formulaic AI text.

23

Rewriting & Style

Perplexity

A measure of how predictable text is. Some detectors use low perplexity as a signal of AI generation.

24

Rewriting & Style

Fluency rewrite

Editing text for smooth readability without changing the underlying facts or argument.

25

Rewriting & Style

Tone adjustment

Changing formality, confidence, or style—such as academic, casual, or professional—in rewritten text.

26

Rewriting & Style

Structural rewrite

Changing sentence order, paragraph flow, or transitions while keeping the same ideas.

27

Rewriting & Style

Clarity-focused editing

Revising AI-assisted drafts for clarity, authenticity, and natural voice so the final work reflects the writer's thinking.

28

Academic Writing

Thesis statement

A concise claim that tells the reader what an essay or paper will argue or explain.

29

Academic Writing

Literature review

A section that summarizes and synthesizes existing research relevant to your topic.

30

Academic Writing

Peer review

Evaluation of academic work by experts in the field before publication.

31

Academic Writing

Academic integrity

Honest, ethical scholarship—including proper attribution, original thinking, and transparent AI use.

32

Academic Writing

Plagiarism

Using someone else's words or ideas without proper credit. AI-assisted writing still requires attribution.

33

Academic Writing

Paraphrase with citation

Restating a source in your own words while crediting the original author.

34

Academic Writing

Primary source

Original material such as studies, interviews, or historical documents used as evidence.

35

Academic Writing

Secondary source

Analysis or summary of primary sources, such as textbooks or review articles.

36

Academic Writing

Rubric alignment

Shaping an assignment to meet grading criteria for structure, evidence, and clarity.

37

Citations & Research

Citation style

A formatting system—such as APA, MLA, or Chicago—for crediting sources consistently.

38

Citations & Research

In-text citation

A brief reference within the body of a paper that points to a full source entry.

39

Citations & Research

Bibliography

A list of all sources consulted or cited in a research project.

40

Citations & Research

DOI

A permanent digital identifier assigned to many academic articles and books.

41

Citations & Research

Annotated bibliography

A source list with short notes explaining each source's relevance and credibility.

42

Citations & Research

Source credibility

How trustworthy a reference is based on author expertise, publication, and evidence quality.

43

Citations & Research

Research question

The focused question a paper or project aims to answer through evidence and analysis.

44

Citations & Research

Evidence synthesis

Combining ideas from multiple sources into a coherent argument rather than listing quotes.

45

Citations & Research

Citation assistant

A tool that helps find, format, and manage references for academic or professional writing.

46

Study Tools

Spaced repetition

A study technique that reviews material at increasing intervals to improve long-term retention.

47

Study Tools

Active recall

Testing yourself on material from memory rather than passively rereading notes.

48

Study Tools

Mind map

A visual diagram that connects concepts around a central topic to show relationships.

49

Study Tools

Flashcard set

A collection of question-and-answer cards used for memorization and review.

50

Study Tools

Cornell notes

A note-taking format with cues, notes, and summary sections for structured review.

51

Study Tools

Interleaving

Mixing different topics or problem types during study instead of blocking one subject at a time.

52

Study Tools

Retrieval practice

Learning by pulling information from memory, often through quizzes or self-testing.

53

Study Tools

Study planner

A schedule that allocates time for review, practice, and new learning across subjects.

54

Study Tools

Visual learning

Using diagrams, maps, and charts to understand and remember complex information.

55

Language & NLP

Natural language processing (NLP)

The field of AI focused on understanding, generating, and transforming human language.

56

Language & NLP

Embeddings

Numerical representations of words or sentences that capture semantic meaning for AI models.

57

Language & NLP

Summarization

Condensing a longer text into a shorter version that keeps the main points.

58

Language & NLP

Simplification

Rewriting complex text in clearer language while preserving important details.

59

Language & NLP

Semantic similarity

How closely two pieces of text match in meaning, even if the wording differs.

60

Language & NLP

Named entity recognition

Identifying people, places, organizations, and dates within text automatically.

61

Language & NLP

Sentiment analysis

Detecting whether text expresses positive, negative, or neutral attitudes.

62

Language & NLP

Machine translation

Automatic conversion of text from one language to another using AI models.

63

Language & NLP

Zero-shot generation

Producing useful output from a model without task-specific fine-tuning on examples.

64

Conch Product

Conch credits

In-app currency used across Conch tools such as Write, Study, Rewrite Mode, and Chat.

65

Conch Product

Rewrite Mode

Conch's rewriting feature that improves clarity, tone, and readability while preserving meaning.

66

Conch Product

Rewrite Mode

Conch's human-controlled rewriting feature that refines AI-assisted drafts for clarity, tone, and natural voice.

67

Conch Product

Document chat

Uploading a file and asking Conch questions grounded in that document's content.

68

Conch Product

Study bundle

Conch's connected workflow of notes, flashcards, mind maps, and planners from the same source material.

69

Conch Product

Chrome extension

A browser add-on that brings Conch writing and study tools into your everyday workflow.

70

Conch Product

Write tool

Conch's research and essay assistant for drafting, citing, and structuring academic work.

71

Conch Product

AI podcast generator

Conch feature that turns documents into conversational audio for learning on the go.

72

Conch Product

Responsible AI workflow

Using Conch to brainstorm, draft, cite, revise, and study with the user in control.

73

Ethics & Policy

Institutional AI policy

A school or organization's rules about when and how students may use AI tools.

74

Ethics & Policy

Transparent AI use

Disclosing when AI helped with brainstorming, drafting, editing, or formatting.

75

Ethics & Policy

Human-in-the-loop

Keeping a person responsible for reviewing, correcting, and approving AI output.

76

Ethics & Policy

Over-reliance on AI

Depending on generated text without understanding, verifying, or learning the material.

77

Ethics & Policy

Equity in AI access

Ensuring students with different resources can use AI tools fairly and responsibly.

78

Ethics & Policy

Data privacy

How a platform collects, stores, and protects user documents and personal information.

79

Ethics & Policy

Responsible rewriting

Refining text for clarity and voice while maintaining honest authorship and following institutional guidelines.

80

Ethics & Policy

Learning outcome

The skill or knowledge an assignment is meant to develop, which AI use should support—not replace.

81

Ethics & Policy

Academic misconduct

Actions such as dishonesty or undisclosed outsourcing that violate school honor codes.

82

Productivity & Workflow

Writing workflow

The repeatable steps from research and outline to draft, revision, and final submission.

83

Productivity & Workflow

First draft speed

How quickly you produce an initial version—often faster with AI-assisted outlining and drafting.

84

Productivity & Workflow

Revision pass

A dedicated round of editing focused on structure, clarity, evidence, or tone.

85

Productivity & Workflow

Batch processing

Handling multiple documents or sections in one session to save context-switching time.

86

Productivity & Workflow

Template prompt

A reusable prompt structure for recurring tasks like email replies, summaries, or essay outlines.

87

Productivity & Workflow

Version control

Keeping track of draft iterations so you can compare changes or revert if needed.

88

Productivity & Workflow

Focus mode

Working in a distraction-free environment during deep writing or study sessions.

89

Productivity & Workflow

Deadline buffer

Extra time built into a schedule for unexpected revisions or research gaps.

90

Productivity & Workflow

Output quality bar

The minimum standard—clarity, accuracy, citations—before submitting or publishing work.

91

Reference

Responsible AI writing

A writing workflow where AI helps with clarity, structure, citations, and revisions while the user stays in control of the final work.

92

Reference

Human-AI hybrid

A collaborative approach where a student or professional brings the ideas and judgment, and AI supports drafting, editing, studying, and polish.

93

Reference

AI detector false positive

A case where an AI detector incorrectly labels human-written or lightly AI-assisted writing as AI-generated.

94

Reference

Writing clarity support

Writing support that helps users produce clear, original, human-controlled work through better drafting and revision.

95

Reference

GPTZero

A popular AI detection tool used by educators to estimate whether student writing may be AI-generated.

96

Reference

Turnitin AI detection

Turnitin's feature that flags writing patterns associated with generative AI alongside traditional plagiarism checks.

97

Reference

Single-purpose rewriter

Software focused solely on rewriting text without broader writing, studying, or citation support.

98

Reference

Originality report

A document analysis showing overlap with existing sources or signals of AI-assisted writing.

99

Reference

Writing assistant

Software that helps with grammar, structure, citations, rewriting, or drafting during the writing process.

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