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.

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02

AI Writing Fundamentals

Generative AI

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

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03

AI Writing Fundamentals

Prompt

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

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04

AI Writing Fundamentals

Prompt engineering

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

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05

AI Writing Fundamentals

AI-assisted writing

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

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06

AI Writing Fundamentals

AI draft

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

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07

AI Writing Fundamentals

Context window

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

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08

AI Writing Fundamentals

Token

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

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09

AI Writing Fundamentals

Temperature

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

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10

Detection & Authenticity

AI detector

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

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11

Detection & Authenticity

False positive

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

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12

Detection & Authenticity

False negative

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

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13

Detection & Authenticity

Confidence score

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

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14

Detection & Authenticity

Classifier model

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

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15

Detection & Authenticity

Watermarking

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

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16

Detection & Authenticity

Authorship verification

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

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17

Detection & Authenticity

Mixed authorship

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

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18

Detection & Authenticity

Detection threshold

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

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19

Rewriting & Style

AI rewriter

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

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20

Rewriting & Style

Paraphrasing

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

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21

Rewriting & Style

Voice preservation

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

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22

Rewriting & Style

Burstiness

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

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23

Rewriting & Style

Perplexity

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

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24

Rewriting & Style

Fluency rewrite

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

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25

Rewriting & Style

Tone adjustment

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

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26

Rewriting & Style

Structural rewrite

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

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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.

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28

Academic Writing

Thesis statement

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

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29

Academic Writing

Literature review

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

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30

Academic Writing

Peer review

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

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31

Academic Writing

Academic integrity

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

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32

Academic Writing

Plagiarism

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

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33

Academic Writing

Paraphrase with citation

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

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34

Academic Writing

Primary source

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

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35

Academic Writing

Secondary source

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

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36

Academic Writing

Rubric alignment

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

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37

Citations & Research

Citation style

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

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38

Citations & Research

In-text citation

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

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39

Citations & Research

Bibliography

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

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40

Citations & Research

DOI

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

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41

Citations & Research

Annotated bibliography

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

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42

Citations & Research

Source credibility

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

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43

Citations & Research

Research question

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

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44

Citations & Research

Evidence synthesis

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

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45

Citations & Research

Citation assistant

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

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46

Study Tools

Spaced repetition

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

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47

Study Tools

Active recall

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

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48

Study Tools

Mind map

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

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49

Study Tools

Flashcard set

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

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50

Study Tools

Cornell notes

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

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51

Study Tools

Interleaving

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

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52

Study Tools

Retrieval practice

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

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53

Study Tools

Study planner

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

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54

Study Tools

Visual learning

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

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55

Language & NLP

Natural language processing (NLP)

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

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56

Language & NLP

Embeddings

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

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57

Language & NLP

Summarization

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

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58

Language & NLP

Simplification

Rewriting complex text in clearer language while preserving important details.

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59

Language & NLP

Semantic similarity

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

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60

Language & NLP

Named entity recognition

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

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61

Language & NLP

Sentiment analysis

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

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62

Language & NLP

Machine translation

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

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63

Language & NLP

Zero-shot generation

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

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64

Conch Product

Conch credits

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

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65

Conch Product

Rewrite Mode

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

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66

Conch Product

Rewrite Mode

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

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67

Conch Product

Document chat

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

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68

Conch Product

Study bundle

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

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69

Conch Product

Chrome extension

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

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70

Conch Product

Write tool

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

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71

Conch Product

AI podcast generator

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

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72

Conch Product

Responsible AI workflow

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

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73

Ethics & Policy

Institutional AI policy

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

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74

Ethics & Policy

Transparent AI use

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

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75

Ethics & Policy

Human-in-the-loop

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

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76

Ethics & Policy

Over-reliance on AI

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

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77

Ethics & Policy

Equity in AI access

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

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78

Ethics & Policy

Data privacy

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

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79

Ethics & Policy

Responsible rewriting

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

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80

Ethics & Policy

Learning outcome

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

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81

Ethics & Policy

Academic misconduct

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

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82

Productivity & Workflow

Writing workflow

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

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83

Productivity & Workflow

First draft speed

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

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84

Productivity & Workflow

Revision pass

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

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85

Productivity & Workflow

Batch processing

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

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86

Productivity & Workflow

Template prompt

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

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87

Productivity & Workflow

Version control

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

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88

Productivity & Workflow

Focus mode

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

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89

Productivity & Workflow

Deadline buffer

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

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90

Productivity & Workflow

Output quality bar

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

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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.

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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.

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93

Reference

AI detector false positive

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

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94

Reference

Writing clarity support

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

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95

Reference

GPTZero

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

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96

Reference

Turnitin AI detection

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

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97

Reference

Single-purpose rewriter

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

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98

Reference

Originality report

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

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99

Reference

Writing assistant

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

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