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SEO says relevance a thousand times a day. Relevance theory says what it is.

Relevance theory defines relevance from the side of the mind: the effect a piece of information has, weighed against the effort it takes to process. That definition changes what a relevant page is.

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A relevant answer gives the most insight for the least effort. Everything else is a match of words.

Relevance theory, developed by Dan Sperber and Deirdre Wilson, is the most influential account of how people understand what others mean. This page states what is settled about it, what the usual treatment leaves out, and what follows for anybody who wants a page to be relevant in the sense a reader's mind uses.

Every heading is a question. The answer stands directly under it, in plain words.

Who is Dan Sperber in relevance theory?

Dan Sperber is a French cognitive scientist and anthropologist who developed relevance theory with Deirdre Wilson. Their book Relevance: Communication and Cognition appeared in 1986. It moved the study of meaning from codes to inference.

How to act on Sperber's account of relevance with free means
WhoWhat to doFree meansWhat it shows
SearcherRead a short introduction to relevance theory before judging what relevant meansGoogle Scholar, library access to Relevance: Communication and CognitionA definition of relevance from the side of the mind
SEOReplace the word relevant in briefs with effect and effortA shared briefing documentBriefs that say what relevance requires
Your siteCheck your own domain; replace example.com with itsite:example.com "relevant"Pages that use the word without saying what it means
Who benefits from Sperber's account of relevance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEODefines relevance as effect against effortWork aimed at what makes a page relevant to a mind
ManagementGets a clear idea of what relevant content isBetter content decisions
ReadersGet pages built for what they gainMore insight per visit

Who is Deirdre Wilson in the study of relevance?

Deirdre Wilson is a British linguist at University College London and the co-founder of relevance theory. She developed its account of explicature, irony and lexical meaning over four decades. Much of pragmatics today is written in her terms.

How to act on Wilson's account of explicit and implicit meaning with free means
WhoWhat to doFree meansWhat it shows
SearcherWatch a free recorded lecture on relevance theoryUniversity video channelsThe theory in its author's words
SEOCheck headings and snippets for what they say explicitly and what they leave to inferenceSearch Console queries next to your titlesWhat readers have to infer from the result
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"what is"Definition pages to test for explicit content
Who benefits from Wilson's account of explicit and implicit meaning, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamSeparates what a page says from what it leaves to inferenceSnippets and headings that say the point
SEOTests titles for what readers must inferClicks from readers who understood the result
ReadersRead less between the linesClearer understanding

What did Paul Grice contribute to relevance theory?

Paul Grice showed that people communicate by recognising intentions, and he described conversational maxims such as be relevant and be as informative as required. Relevance theory grew out of his work. It replaced his maxims with a single principle of relevance.

How to act on Grice's maxims with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk whether a result says as much as you need and no moreGoogle searchAnswers that are informative enough
SEOCut text that says more than the reader needs for the questionThe page itself, Microsoft Clarity scroll depthWhere readers stop because of too much
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"ultimate guide"Pages likely to say more than needed
Who benefits from Grice's maxims, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamSays as much as needed and no morePages that end the search
ManagementAvoids content bloatBudget spent on useful pages
ReadersGet enough information without excessTime saved

Also discussed at https://plato.stanford.edu/entries/implicature/

What is an utterance in relevance theory?

An utterance is an act of communication that comes with a built-in promise: that it is worth the listener's attention. The words encode only part of what is meant. The listener infers the rest.

How to act on the promise of an utterance with free means
WhoWhat to doFree meansWhat it shows
SearcherTreat a title as a promise and check whether the page keeps itGoogle search and the pageTitles worth your attention
SEOCompare each title's promise with what the first screen deliversSearch Console and the page on a phonePromises the page breaks
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:howTitles that promise an answer
Who benefits from the promise of an utterance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOAligns titles with what pages deliverFewer returns to the result page
Content teamKeeps the promise of every headingReaders who trust the next heading
ReadersGet what the title promisedTrust

What is ostensive-inferential communication between a result and its reader?

Ostensive-inferential communication is communication in which a speaker openly shows an intention to inform and the listener infers what is meant. Showing and inferring are the two halves. A search result is a showing, and the reader does the inferring.

How to act on ostensive-inferential communication with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk what the result is showing you and what you are inferring from itGoogle searchThe difference between shown and assumed
SEOState the key point openly in the snippet instead of leaving it to inferenceSearch Console, meta descriptions, the page's first sentenceResults whose point readers can see
Your siteCheck your own domain; replace example.com with itsite:example.comThe snippets Google shows for your pages
Who benefits from ostensive-inferential communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOStates the point openly in snippetsResults readers understand at once
Content teamWrites first sentences that show the pointSnippets Google can use
ReadersSee the point without guessingFaster, surer choices

What is the cognitive principle of relevance?

The cognitive principle of relevance states that human cognition tends to be geared to the maximisation of relevance. Attention goes where the most can be gained for the least effort. A reader scanning a result page follows this principle without knowing it.

How to act on the cognitive principle of relevance with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice which result you choose first and why it caught your attentionGoogle searchWhere your attention goes
SEOPut the greatest gain for the reader into the first words of the titleSearch Console click-through rate per pageTitles that attract attention for the right reason
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Titles competing for the same attention
Who benefits from the cognitive principle of relevance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOPuts the reader's gain first in titlesAttention for the right reason
Content teamLeads with what readers gainVisitors who stay
ReadersFind what repays attentionLess wasted attention

What is the communicative principle of relevance?

The communicative principle of relevance states that every act of open communication conveys a presumption of its own optimal relevance. Whoever addresses someone implicitly claims to be worth the effort. A title in a result list makes that claim.

How to act on the communicative principle of relevance with free means
WhoWhat to doFree meansWhat it shows
SearcherLeave a page that does not repay the attention its title claimedThe browser back buttonTime saved
SEOCheck pages with high impressions and low clicks for titles that do not seem worth the effortSearch Console, Performance reportResults that fail to claim relevance
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"everything you need"Titles that claim more than they deliver
Who benefits from the communicative principle of relevance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOFinds titles that do not seem worth the effortHigher click-through where impressions are high
Content teamWrites titles that claim what the page deliversClicks that turn into satisfied visits
ReadersCan rely on a title's claimFewer disappointments

What is processing effort for a reader?

Processing effort is the mental work needed to understand an input and draw conclusions from it. Other things being equal, more effort means less relevance. A page that makes the reader work hard for its point lowers its own relevance.

How to act on processing effort with free means
WhoWhat to doFree meansWhat it shows
SearcherChoose the result that gets to the point fastest when the need is simpleGoogle searchLess effort for the same effect
SEOMeasure reading effort: sentence length, jargon, time to the answerHemingway Editor web version, Microsoft ClarityEffort that lowers relevance
Your siteCheck your own domain; replace example.com with itsite:example.com "in other words" OR "simply put"Pages that already reduce effort
Who benefits from processing effort, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamShortens sentences and removes jargonPages people finish
Product teamRemoves interface effort around the textLonger engagement from search visitors
ReadersUnderstand with less workEnergy left for the decision

If working out "not all" cost nothing, both readings would become available at the same moment. The inferred reading arrives 140 ms later, and 120 ms later than the same meaning stated with "only".

When accurate answers begin, with and without an inferred "not all"
ExperimentSentence and readingAccurate answers begin after
1"Some elephants are mammals", read as some and possibly all330 ms
1"Some elephants are mammals", read as some but not all470 ms
2"Only some elephants are mammals", meaning stated in the words360 ms
2"Some elephants are mammals", same meaning inferred480 ms

Bott, L., Bailey, T. M. and Grodner, D., Distinguishing speed from accuracy in scalar implicatures, Journal of Memory and Language, 2012. Speed-accuracy trade-off task, time from the onset of the last word, 29 students in Experiment 1 and 18 in Experiment 2.

What is a cognitive effect of a relevant answer?

A cognitive effect is a worthwhile change in a person's picture of the world: a new conclusion, a strengthened belief, a corrected error. The greater the effect, the greater the relevance. An answer that changes nothing in the reader's mind is irrelevant, however well it matches the query.

How to act on cognitive effects with free means
WhoWhat to doFree meansWhat it shows
SearcherAfter reading, name one thing you now know or believe differentlyA notes appWhether the page changed anything
SEOAsk readers what they learned that they did not know beforeGoogle Forms with one open questionThe effect the page has
Your siteCheck your own domain; replace example.com with itsite:example.com "what most people miss" OR "surprising"Pages that aim at a new conclusion
Who benefits from cognitive effects, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAdds a conclusion readers did not havePages worth citing and linking
ManagementMeasures what readers learn, beyond visitsContent that changes something
ReadersLeave with new insightReal value from the visit

What is an explicature in relevance theory?

An explicature is what a speaker explicitly communicates, the literal meaning developed with context into a full thought. It is already more than the words encode. A two-word query becomes a complete question only through this development.

How to act on explicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherRewrite your short query as the full question you meanA notes appThe complete thought behind it
SEODevelop the main queries into full questions and use them as headingsSearch Console queries and your headingsHeadings that state the thought
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"how do" OR intitle:"why does"Pages with fully stated questions
Who benefits from explicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses full questions as headingsPassages found for complete questions
SEOMaps short queries to full questionsPages that answer the thought behind the words
ReadersSee their full question answeredNo reformulation

Also discussed at https://plato.stanford.edu/entries/pragmatics/

What is an implicature in relevance theory?

An implicature is an assumption a speaker communicates without saying it, which the listener has to infer. In relevance theory it follows from the search for relevance. What a query implies can matter more than what it says.

How to act on implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk what a result implies without saying itGoogle searchHidden assumptions in answers
SEOList what a query implies and answer that tooPeople also ask on GoogleThe unsaid part of the need
Your siteCheck your own domain; replace example.com with itsite:example.com "this means" OR "which implies"Pages that make implications explicit
Who benefits from implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnswers what a query implies as well as what it saysVisitors whose unsaid need is met
Customer supportReceives fewer follow-up questionsShorter contacts
ReadersGet answers to the unsaid partComplete help

What is an informative intention behind a page?

An informative intention is the intention to make certain assumptions manifest to an audience. It is what a speaker wants the listener to take in. A page has one, whether its author thought about it or not.

How to act on the informative intention of a page with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk what the page wants you to take awayThe page itselfIts purpose
SEOWrite the one thing the page should make clear, and check the page against itA shared documentPages without a clear informative intention
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:overviewPages that may lack a single point
Who benefits from the informative intention of a page, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamGives each page one clear pointPages that rank for a clear topic
SEOAvoids pages with blurred purposeLess overlap between the site's own pages
ReadersKnow what the page wants to tell themFaster understanding

What is a communicative intention behind a search result?

A communicative intention is the intention to make the informative intention itself recognised. The listener sees that someone is trying to tell them something. This openness separates communication from mere information.

How to act on communicative intentions with free means
WhoWhat to doFree meansWhat it shows
SearcherTell apart pages that openly inform from pages that disguise sellingThe page itself, About this resultWhether you are being informed or steered
SEOMake the purpose of the page visible: inform, compare, sellThe page itselfOpenness readers can recognise
Your siteCheck your own domain; replace example.com with itsite:example.com "sponsored" OR "advertisement"Pages that disclose a commercial purpose
Who benefits from communicative intentions, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Legal and complianceKeeps commercial purposes visibleCompliance with disclosure rules
ManagementChooses openness about purposeTrust that brings readers back
ReadersRecognise when they are being sold toInformed choices

The code model describes communication as encoding a message into a signal and decoding it with a shared code. Relevance theory rejects it as incomplete, because the code delivers only evidence of what is meant. Keyword matching is a code model of search.

How to act on the code model in search with free means
WhoWhat to doFree meansWhat it shows
SearcherSearch the meaning when the exact words failGoogle searchResults beyond word matching
SEOCheck whether pages rank for words but miss the meaning readers wantSearch Console queries with low click-through rateMatches of words without matches of meaning
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"keyword" inurl:keywordPages built around a keyword string instead of a meaning
Who benefits from the code model in search, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOLooks beyond keyword matches to meaningPages that satisfy the searches they rank for
Content teamWrites for meaning, keeping the wordsVisibility for the words and the need
ReadersFind pages that understood themBetter results

Described in a Google patent: https://patents.google.com/patent/US9940367B1/en

What is the presumption of optimal relevance?

The presumption of optimal relevance is the assumption that an utterance is relevant enough to be worth processing and the most relevant one the speaker could and wanted to produce. It tells the listener where to stop interpreting. A reader stops at the first reading that pays off.

How to act on the presumption of optimal relevance with free means
WhoWhat to doFree meansWhat it shows
SearcherStop reading once a page has answered your questionThe page itselfTime you do not need to spend
SEOPlace the answer where readers will stop lookingMicrosoft Clarity scroll depth and heatmapsWhether the answer comes before readers stop
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"what is"Pages whose answer should come first
Who benefits from the presumption of optimal relevance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamPlaces the answer where readers stop lookingAnswers seen before readers leave
SEOChecks where readers stop on key pagesPages that deliver in time
ReadersStop reading once they have the answerTime saved

How does relevance theory explain metaphor?

Relevance theory treats metaphor as a loose use of language, a point on a continuum from literal to looser uses. The listener takes from the word what is relevant and drops the rest. No special mechanism is needed.

How to act on metaphor with free means
WhoWhat to doFree meansWhat it shows
SearcherTake from a metaphor what fits your question and drop the restThe page itselfThe point behind the image
SEOCheck whether metaphors in titles and headings mislead literal readersA colleague's reading, Search Console queriesMetaphors that attract the wrong searches
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"secret" OR intitle:"magic"Titles that use metaphor
Who benefits from metaphor, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses metaphors that support the pointTitles that attract the right searches
SEOAvoids metaphors that draw literal searchesFewer mismatched visitors
ReadersGet the point behind the imageClear understanding

Also discussed at https://plato.stanford.edu/entries/metaphor/

How does relevance theory explain irony?

Relevance theory explains irony as echoic: the speaker echoes a thought or an utterance and expresses a dissociative attitude towards it, such as mockery or rejection. Great weather, said in the rain, echoes an expectation. The attitude is the point.

How to act on irony with free means
WhoWhat to doFree meansWhat it shows
SearcherLook for the attitude when a text seems to say the opposite of its meaningThe page itselfThe writer's real position
SEOAvoid irony in snippets and headings that answer engines may quote literallySearch Console and a check of quoted answers in AI OverviewsIrony taken at face value
Your siteCheck your own domain; replace example.com with itsite:example.com "of course" OR "great idea"Phrases that may be ironic
Who benefits from irony, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamKeeps irony out of passages that may be quotedNo misquoted answers in AI summaries
Legal and complianceAvoids statements that could be taken literally and wronglyLower risk
ReadersAre not misled by irony read literallyCorrect information

How does relevance theory explain hyperbole?

Hyperbole is treated as another loose use, an exaggeration the listener adjusts to what is relevant. I have told you a thousand times communicates frequency and annoyance. The number is not meant to be counted.

How to act on hyperbole with free means
WhoWhat to doFree meansWhat it shows
SearcherAdjust exaggerated claims to what they plausibly meanThe page itselfClaims at their real size
SEOReplace exaggerations in titles with accurate statementsSearch Console titles and click-through rateTitles that promise too much
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:ultimate OR intitle:"best ever" OR intitle:guaranteedTitles with hyperbole
Who benefits from hyperbole, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOReplaces exaggerated titles with accurate onesClicks from people the page can satisfy
Legal and complianceAvoids exaggerated claimsFewer complaints
ReadersGet claims at their real sizeRealistic expectations

What was Stephen Levinson's criticism of relevance theory?

Stephen Levinson criticised relevance theory as too reductive and argued for default inferences that arise without context, the generalised conversational implicatures. The debate shaped both positions. Search systems work with defaults all the time.

How to act on default inferences with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice default readings you make without thinking, such as some meaning not allA notes appInferences you did not check
SEOCheck which default readings a query triggers and answer themPeople also ask and related searches on GoogleDefaults the page has to address
Your siteCheck your own domain; replace example.com with itsite:example.com "some" "not all"Pages that state scope precisely
Who benefits from default inferences, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAddresses default readings of a queryVisitors whose first reading is served
SEOFinds common default readings through related searchesCoverage of the usual assumptions
ReadersGet answers that match their default readingLess confusion

What does the usual treatment of relevance theory leave out?

The measurements and the finer machinery. The usual treatment names the principles, explicature and implicature. It leaves out how effort is measured in the eyes, the pupils and the brain, how word meanings are adjusted on the spot, how listeners guard against being misled, and the rival traditions the theory argues with. For search, this is where relevance stops being a slogan and becomes something that can be tested.

How to act on what the usual treatment of relevance theory leaves out with free means
WhoWhat to doFree meansWhat it shows
SEOMeasure effort on the page with free signals: reading time, scroll, rage clicksMicrosoft Clarity and Google Analytics 4 engagement timeRelevance as something testable
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"The pages to measure first
Who benefits from what the usual treatment of relevance theory leaves out, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
ManagementTreats relevance as measurableDecisions based on evidence
SEOMeasures effort with free signalsPages improved where effort is high
ReadersGet pages tested for effortEasier reading

What is a higher-level explicature in a query?

A higher-level explicature embeds the explicit content in a description of the speaker's attitude or speech act, such as she is asking whether or he regrets that. It captures how something is said. A query can carry doubt or urgency at this level.

How to act on higher-level explicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice doubt or urgency in how you phrase a queryA notes appThe attitude behind your question
SEOFind queries with really, actually, still or urgent and answer the attitudeSearch Console custom regex filterDoubt and urgency in the page's queries
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"does it really" OR intitle:"is it true"Pages that answer doubt
Who benefits from higher-level explicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnswers doubt and urgency as well as the questionVisibility for really and still queries
Customer supportRecognises the attitude behind a questionReplies that fit the tone
ReadersFeel their doubt taken seriouslyReassurance

What is a weak implicature for the reader?

A weak implicature is one of many possible conclusions a speaker encourages without committing to any single one. Poetic and suggestive language works this way. The reader carries more of the responsibility for what is taken.

How to act on weak implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherSeparate what a text suggests from what it statesThe page itselfConclusions you drew yourself
SEOState the key conclusion strongly where readers must not guessThe page itselfConclusions left too weak
Your siteCheck your own domain; replace example.com with itsite:example.com "may" "might" "could"Pages that hedge key conclusions
Who benefits from weak implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamStates key conclusions clearlyPages whose main point is not missed
Legal and complianceAvoids suggestions readers may take as promisesFewer disputes
ReadersKnow what the page actually saysLess guessing

What is a strong implicature in a direct answer?

A strong implicature is a conclusion the speaker clearly intends and that the listener must draw to make sense of the utterance. The speaker is responsible for it. Most answers to direct questions work through strong implicatures.

How to act on strong implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck that a yes or no answer really follows from the textThe page itselfThe conclusion the writer intends
SEOMake direct answers unmistakable in the first sentenceThe page on a phone, first screenAnswers readers draw without doubt
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"can you" OR intitle:"should you"Pages that need a direct answer
Who benefits from strong implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMakes direct answers unmistakableAnswers engines can quote
Customer supportLinks pages with clear yes or no answersFewer follow-up questions
ReadersGet a clear answerA decision

What is procedural meaning of small words in a text?

Procedural meaning is meaning that tells the listener how to process the content, carried by words such as but, so or after all. Such words encode instructions for inference. They guide the reader through a text.

How to act on procedural meaning with free means
WhoWhat to doFree meansWhat it shows
SearcherWatch words like but, so and after all when you read an argumentThe page itselfThe direction the text takes
SEOCheck connectives in key passages so they guide the right inferenceA proofreading passSentences that steer readers wrongly
Your siteCheck your own domain; replace example.com with itsite:example.com "however" OR "therefore"Passages where connectives steer inference
Who benefits from procedural meaning, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses connectives that guide the right inferenceArguments readers follow
SEOKeeps passages clear enough to be extractedPassages that make sense out of context
ReadersFollow the reasoningUnderstanding without rereading

What is conceptual meaning on a page?

Conceptual meaning is meaning that contributes a concept to the thought, as nouns and most verbs do. Relevance theory separates it from procedural meaning. The difference shows why small connecting words change how a page is understood.

How to act on conceptual meaning with free means
WhoWhat to doFree meansWhat it shows
SearcherLook up a key concept you are unsure ofDictionaries, encyclopediasThe concept behind the word
SEODefine the central concepts at first useThe page itselfConcepts readers understand
Your siteCheck your own domain; replace example.com with itsite:example.com "is defined as" OR "refers to"Pages that define concepts
Who benefits from conceptual meaning, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamDefines central concepts at first usePages found for definition queries
Customer supportLinks definitionsFewer basic questions
ReadersUnderstand the key conceptsConfidence

What is mutual manifestness between a searcher and a page?

Mutual manifestness is the relevance-theoretic replacement for mutual knowledge: an assumption is mutually manifest when both parties could represent it and know that the other could. It asks for less than certain shared knowledge. It matches what a searcher and a page can realistically share.

How to act on mutual manifestness with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck whether the page assumes knowledge you do not haveThe page itselfGaps in shared ground
SEOList what the page assumes readers already know and explain the restA colleague new to the topicAssumptions readers do not share
Your siteCheck your own domain; replace example.com with itsite:example.com "as you know" OR "obviously"Pages that assume shared knowledge
Who benefits from mutual manifestness, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamExplains what readers cannot be assumed to knowPages that work for newcomers
SalesSpeaks to prospects at their level of knowledgeFewer misunderstandings
ReadersShare the ground the page builds onUnderstanding

What is the cognitive environment of a searcher?

A cognitive environment is the set of assumptions that are manifest to a person at a given moment. Context is drawn from it. Two searchers typing the same query bring two different cognitive environments.

How to act on the searcher's cognitive environment with free means
WhoWhat to doFree meansWhat it shows
SearcherAdd what you already know to the queryGoogle searchResults at your level
SEODescribe the typical starting knowledge of visitors from real questionsGoogle Forms, support questionsThe context readers bring
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:beginners OR intitle:advancedPages for different starting points
Who benefits from the searcher's cognitive environment, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites for the knowledge readers bringPages that fit their visitors
Product teamDesigns paths for different starting pointsVisitors who find their entry
ReadersFind content at their levelNo wasted reading

What is an ad hoc concept in a search query?

An ad hoc concept is a word meaning adjusted on the spot, narrowed or broadened for the occasion. Robyn Carston developed the idea. Cheap in cheap flights means something else than in cheap perfume.

How to act on ad hoc concepts with free means
WhoWhat to doFree meansWhat it shows
SearcherSpecify what a word like cheap or fast means to youGoogle search with a price or timeResults for your meaning of the word
SEOCheck how a vague word in the page's queries is meant in contextSearch Console queries tab and People also askThe meaning searchers give the word
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:cheap OR intitle:affordablePages that use a context-dependent word
Who benefits from ad hoc concepts, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMakes clear what a vague word means on the pageVisitors whose meaning of the word is served
SalesStates what cheap or fast means concretelyFewer disappointed buyers
ReadersKnow which meaning appliesCorrect expectations

What is loose use of words in relevance theory?

Loose use is the use of a word with a meaning looser than its strict sense, as in the room is empty for a room with a chair in it. Approximation, hyperbole and metaphor lie on one continuum. The literal reading is rarely the intended one.

How to act on loose use with free means
WhoWhat to doFree meansWhat it shows
SearcherRead approximate words as approximateThe page itselfThe intended meaning
SEOUse exact figures where approximate words could misleadThe page itselfClaims readers can rely on
Your siteCheck your own domain; replace example.com with itsite:example.com "about" OR "roughly" OR "almost"Approximations to check
Who benefits from loose use, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses exact figures where precision mattersPages trusted for accuracy
Legal and complianceAvoids approximations that could misleadLower risk
ReadersKnow when a statement is exactReliable information

Also discussed at https://plato.stanford.edu/entries/metaphor/

What is a poetic effect of memorable writing?

A poetic effect is the relevance an utterance gains from a wide range of weak implicatures. No single conclusion carries it. Memorable writing often works this way.

How to act on poetic effects with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice which lines stay with you after readingA notes appWhat made the page memorable
SEOKeep one memorable sentence per key pointThe page itself, social sharesLines readers quote
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"why"Pages where a memorable line could carry the point
Who benefits from poetic effects, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamWrites one memorable line per key pointLines that readers quote and share
ManagementBuilds a recognisable voiceA brand people remember
ReadersRemember what they readLasting value

What is a non-propositional effect of a page?

A non-propositional effect is an impression, a feeling or a sensory quality an utterance creates without a statable conclusion. Tone of voice and style produce such effects. Readers take them from a page as much as they take facts.

How to act on non-propositional effects with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice the impression a page leaves beyond its factsA notes appHow tone affected your trust
SEOAsk test readers for three words that describe the page's toneGoogle FormsThe impression the page creates
Your siteCheck your own domain; replace example.com with itsite:example.com "amazing" OR "incredible"Pages whose tone may be louder than intended
Who benefits from non-propositional effects, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamChecks the impression the tone createsReaders who trust the voice
ManagementKeeps tone consistent with the brandA coherent brand experience
ReadersGet an impression that matches the factsTrust

What is the relevance-theoretic comprehension procedure?

The relevance-theoretic comprehension procedure says: follow a path of least effort in computing effects, test interpretations in order of accessibility, and stop when your expectation of relevance is satisfied. It describes how people actually settle on a meaning. It is also a description of how people read a result page.

How to act on the comprehension procedure with free means
WhoWhat to doFree meansWhat it shows
SearcherTest the first interpretation that comes to mind before settlingThe page itselfA meaning checked
SEOMake the most accessible reading of each heading the intended oneFive-second test with colleaguesHeadings read as meant
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Titles to test for their first reading
Who benefits from the comprehension procedure, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMakes the first reading of each heading the intended oneHeadings that lead the right readers on
SEOTests titles for their first readingClicks from people who understood
ReadersUnderstand correctly on first readingNo misreadings

Also discussed at https://plato.stanford.edu/entries/pragmatics/

What did Robyn Carston contribute to relevance theory?

Robyn Carston, a linguist at University College London, developed the relevance-theoretic account of explicature and lexical pragmatics, above all in Thoughts and Utterances from 2002. Her work on ad hoc concepts shapes the field. Much of what relevance theory says about word meaning is hers.

How to act on lexical pragmatics with free means
WhoWhat to doFree meansWhat it shows
SearcherRead a free chapter or lecture on lexical pragmaticsGoogle Scholar, university repositoriesHow word meaning shifts in context
SEOCheck whether key words on the page are meant broadly or narrowly and make it clearThe page itselfWord meanings readers get right
Your siteCheck your own domain; replace example.com with itsite:example.com "in this sense" OR "here we mean"Pages that fix word meaning
Who benefits from lexical pragmatics, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamFixes whether key words are meant broadly or narrowlyPages that match the intended meaning of queries
SEOChecks how vague words are understood in contextBetter fit between query and page
ReadersGet the meaning they intendedRelevant results

What did Diane Blakemore contribute to relevance theory?

Diane Blakemore introduced the distinction between conceptual and procedural meaning in relevance theory, in Semantic Constraints on Relevance from 1987. She showed how discourse connectives constrain interpretation. The concept of procedural meaning is hers.

How to act on procedural meaning in discourse with free means
WhoWhat to doFree meansWhat it shows
SearcherFollow connecting words to see the argumentThe page itselfThe structure of reasoning
SEOUse connectives that make the reasoning path clearA proofreading passArguments readers can follow
Your siteCheck your own domain; replace example.com with itsite:example.com "because" "therefore"Pages with explicit reasoning
Who benefits from procedural meaning in discourse, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamBuilds clear reasoning paths with connectivesPassages cited for their clear argument
Customer supportUses the same clear structure in repliesEasier explanations
ReadersFollow an argument easilyUnderstanding

What is free enrichment of a query?

Free enrichment is the pragmatic addition of material to the explicit content that no word in the sentence demands, as in I have eaten, understood as today. It is optional and driven by relevance. Queries are enriched this way by every reader.

How to act on free enrichment with free means
WhoWhat to doFree meansWhat it shows
SearcherSay out loud what you added to your query in your headA notes appThe context the query leaves out
SEOName the usual enrichments of a query on the page, such as time or placeSearch Console, date and country tabsContext readers add silently
Your siteCheck your own domain; replace example.com with itsite:example.com "today" OR "near you"Pages that state added context
Who benefits from free enrichment, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamNames the usual added context, such as time or placeVisibility for enriched, longer queries
SEOUses date and country data to see added contextPages that match unspoken context
ReadersFind answers that fit their unspoken contextRelevant help

What is saturation of the open slots in a query?

Saturation is the filling of a slot that the words themselves require, such as who I refers to or what ready is ready for. It is obligatory. It separates what a sentence needs from what a reader adds.

How to act on saturation with free means
WhoWhat to doFree meansWhat it shows
SearcherFill in what a word like ready or enough refers toA notes appA complete question
SEOAnswer the open slots of queries such as enough for whatPeople also ask on GoogleQuestions the query requires
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"how much" OR intitle:"how long"Pages that fill open slots
Who benefits from saturation, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnswers the slots a query leaves openVisitors whose full question is answered
Customer supportGets fewer enough for what questionsShorter contacts
ReadersGet a complete answerNo follow-up search

What is an unarticulated constituent in a query?

An unarticulated constituent is an element of what is meant that no word expresses, like the place in it is raining, as John Perry described. The thought is complete, the sentence is not. Queries are full of such unspoken parts.

How to act on unarticulated constituents with free means
WhoWhat to doFree meansWhat it shows
SearcherAdd the unspoken place or time to your queryGoogle searchResults that fit
SEOCheck country and device data for unspoken parts of the page's queriesSearch Console, country and device tabsParts of the need nobody types
Your siteCheck your own domain; replace example.com with itsite:example.com "in the UK" OR "in the US"Pages that state place
Who benefits from unarticulated constituents, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOReads place and device behind queriesPages that fit where people search
Content teamStates the place or time a statement applies toAnswers that apply to the reader
ReadersGet answers for their place and momentUseful information

Also discussed at https://plato.stanford.edu/entries/pragmatics/

Described in a Google patent: https://patents.google.com/patent/US8200694B1/en

A generalised conversational implicature is an inference that arises by default in most contexts, such as some suggesting not all. Stephen Levinson built his theory of presumptive meanings on it. Relevance theory treats the same inferences as context-driven.

How to act on generalised conversational implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck whether some in a result also means not allThe page itselfThe scope of a claim
SEORemove unintended default readings from key statementsA colleague's readingStatements read wider or narrower than meant
Your siteCheck your own domain; replace example.com with itsite:example.com "some" OR "often"Statements open to default readings
Who benefits from generalised conversational implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamChecks statements for unintended default readingsClaims read as meant
Legal and complianceKeeps scope words preciseFewer misunderstandings about scope
ReadersUnderstand the scope of a claimCorrect conclusions

Also discussed at https://plato.stanford.edu/entries/implicature/

If adults read "some" only by its literal meaning, they would accept the giraffe sentence as readily as the children. Fewer than half of them accept it.

Agreement with true statements that use "some", by age
Age groupAccept a fitting "some" statement (Some birds live in cages)Accept an underinformative "some" statement (Some giraffes have long necks)
7 to 8 years (31 children)84 %89 %
10 to 11 years (30 children)90 %85 %
Adults (15)99 %41 %

Noveck, I. A., When children are more logical than adults: experimental investigations of scalar implicature, Cognition, 2001, Experiment 3, Table 4. French native speakers, five statements of each type, spoken with the quantifier certains.

What is a particularised conversational implicature in context?

A particularised conversational implicature arises only in a specific context. Is there a petrol station near here, asked while holding a can, implies that the car has run dry. The implicature disappears in another situation.

How to act on particularised implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherConsider what your situation adds to a questionA notes appThe implicature of your context
SEODescribe the situations in which the page's questions are askedSearch Console queries and Google FormsContext-bound needs
Your siteCheck your own domain; replace example.com with itsite:example.com "if you are"Pages that address specific situations
Who benefits from particularised implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamDescribes the situations questions arise inPages that fit specific situations
SalesAddresses the situation behind a requestOffers that fit
ReadersGet help for their specific contextRelevant answers

What is a scalar implicature for readers?

A scalar implicature is the inference from a weaker term on a scale to the denial of a stronger one, as from some to not all. Experiments show that people draw it at very different rates for different scales. It is the best-measured implicature of all.

How to act on scalar implicatures with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck whether good means not excellent in a reviewThe review itselfThe strength of a judgement
SEOChoose scale words deliberately in ratings and claimsThe page itselfClaims that do not understate or overstate
Your siteCheck your own domain; replace example.com with itsite:example.com "good" "excellent"Pages with scale words
Who benefits from scalar implicatures, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamChooses scale words deliberatelyRatings and claims read correctly
Legal and complianceAvoids scale words that overstateFewer complaints
ReadersUnderstand how strong a judgement isBetter comparisons

Also discussed at https://plato.stanford.edu/entries/implicature/

If the stronger meaning were ruled out by the word alone, every weaker word would produce the same rate. The rates run from nearly everyone to almost no one.

Readers who infer that the stronger word does not apply
The speaker saysReaders conclude the speaker meansShare of readers
somenot all96 %
possiblenot certain92 %
trynot succeed62 %
likenot love50 %
believenot know21 %
intelligentnot brilliant8 %

Van Tiel, B., Van Miltenburg, E., Zevakhina, N. and Geurts, B., Scalar diversity, Journal of Semantics, 2016, Experiment 1, Table 3. 43 word scales, 25 participants recruited in the USA, one excluded.

What is truth-conditional pragmatics in relation to relevance theory?

Truth-conditional pragmatics, associated with François Recanati, holds that pragmatic processes help decide what a sentence says, beyond what it implies. Relevance theory shares this view. Meaning is settled with context from the start.

How to act on truth-conditional pragmatics with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk whether a claim is true in your contextThe page itselfTruth that depends on context
SEOState the context in which a claim holdsThe page itselfClaims readers apply correctly
Your siteCheck your own domain; replace example.com with itsite:example.com "applies to" OR "valid for"Pages that state conditions
Who benefits from truth-conditional pragmatics, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamStates the conditions under which claims holdClaims that stay correct in use
Legal and complianceDefines scope and conditionsDefensible statements
ReadersKnow when a claim applies to themCorrect use of information

Also discussed at https://plato.stanford.edu/entries/metaphor/

What is linguistic underdetermination of a query?

Linguistic underdetermination is the fact that the encoded meaning of a sentence never fully determines the thought it expresses. Every utterance needs inference to be understood. A query underdetermines the need behind it in the same way.

How to act on linguistic underdetermination with free means
WhoWhat to doFree meansWhat it shows
SearcherRephrase a short query in two ways and compare resultsGoogle searchWhat the words left open
SEOGroup the page's queries by the different needs the same words carrySearch Console export and Google SheetsNeeds one query leaves undetermined
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your two-word topic"Pages for short, open queries
Who benefits from linguistic underdetermination, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEOGroups the needs behind one short queryPages or sections for each need
Content teamServes the main needs behind a short queryVisitors with different needs stay
ReadersFind their need among the readingsRelevant results

What is epistemic vigilance when people read a page?

Epistemic vigilance is the set of mechanisms by which people check whether to believe what they are told, described by Dan Sperber and colleagues in 2010. Understanding and believing are separate steps. A page can be understood perfectly and still not be believed.

How to act on epistemic vigilance with free means
WhoWhat to doFree meansWhat it shows
SearcherCheck who says it and whether it fits what you knowAbout this result on GoogleWhether to believe it
SEOGive readers reasons to believe: source, author, evidenceRich Results Test for author markup, Google ScholarBelief earned beyond understanding
Your siteCheck your own domain; replace example.com with itsite:example.com "source" OR "study"Pages that give grounds for belief
Who benefits from epistemic vigilance, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamGives source, author and evidencePages believed as well as understood
ManagementBuilds credibilityTrust that converts
ReadersHave grounds to believeJustified trust

What role does theory of mind play in relevance theory?

Theory of mind is the capacity to attribute beliefs and intentions to others. Inferential communication depends on it. Understanding what someone means requires imagining what they have in mind.

How to act on theory of mind with free means
WhoWhat to doFree meansWhat it shows
SearcherAsk what the writer wants you to thinkThe page itselfThe intention behind the text
SEOWrite with a clear picture of what the reader already thinksGoogle Forms, support questionsPages that anticipate the reader's mind
Your siteCheck your own domain; replace example.com with itsite:example.com "you might think" OR "you may wonder"Pages that address what readers think
Who benefits from theory of mind, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAnticipates what readers think and wonderPages that feel written for the reader
Customer supportShares what customers usually thinkContent that meets real thoughts
ReadersFeel understoodEngagement

What is metarepresentation in understanding a writer?

Metarepresentation is the ability to represent a representation, such as a thought about a thought or an utterance about an utterance. Irony, quotation and attributed speech rely on it. So does every judgement about what a writer intended.

How to act on metarepresentation with free means
WhoWhat to doFree meansWhat it shows
SearcherTell apart what a writer says from what they quoteThe page itselfWhose view is expressed
SEOMark quotations and attributed views clearlyThe page itselfReaders who do not mistake quoted views for yours
Your siteCheck your own domain; replace example.com with itsite:example.com "according to" OR "claims that"Pages with attributed views
Who benefits from metarepresentation, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamMarks quotations and attributed viewsPassages quoted correctly by others
Legal and complianceKeeps attribution clearNo misattributed statements
ReadersKnow whose view they are readingCorrect understanding

What did Billy Clark contribute to relevance theory?

Billy Clark is a linguist whose textbook Relevance Theory, published by Cambridge University Press in 2013, is a standard introduction. He applied the theory to stylistics and to teaching. His work made the theory usable beyond specialists.

How to act on relevance theory applied to style with free means
WhoWhat to doFree meansWhat it shows
SearcherUse a textbook introduction to understand the theoryLibrary access, Google Books previewA reliable overview
SEOUse the theory to review the style of key pagesA checklist of effect and effortStyle that helps understanding
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:guideGuides to review for style
Who benefits from relevance theory applied to style, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamReviews style for effect and effortPages that read well
ManagementAdopts a clear standard for writingConsistent quality
ReadersRead pages that are easy to followPleasant reading

What did Tim Wharton contribute to relevance theory?

Tim Wharton is a linguist who extended relevance theory to non-verbal communication in Pragmatics and Non-Verbal Communication from 2009. Gestures, facial expressions and tone of voice fall within its scope. Communication is wider than words.

How to act on non-verbal communication with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice what images and layout communicate beyond wordsThe page itselfNon-verbal signals
SEOCheck that images, icons and layout support the messageMicrosoft Clarity heatmapsNon-verbal signals that help or distract
Your siteCheck your own domain; replace example.com with itsite:example.com inurl:video OR inurl:galleryPages that rely on non-verbal content
Who benefits from non-verbal communication, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamAligns images, icons and layout with the messagePages that communicate at a glance
Content teamChooses images that support the textBetter engagement
ReadersUnderstand from layout and images tooFaster orientation

How does eye-tracking measure processing effort?

Eye-tracking records where and how long the eyes rest while reading. Longer fixations and regressions indicate greater processing effort. It turns the effort that relevance theory speaks of into milliseconds.

How to act on eye-tracking with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice where you reread a sentenceThe page itselfPlaces that cost effort
SEOUse scroll and attention maps as a free stand-in for eye-trackingMicrosoft Clarity heatmaps and scroll mapsSections that hold or lose attention
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Pages to map first
Who benefits from eye-tracking, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Product teamUses heatmaps as a free stand-inSections improved where attention drops
Content teamFinds passages readers skipPages people read
ReadersRead pages tested for attentionEasier reading

What does pupillometry measure about reading effort?

Pupillometry measures the dilation of the pupil, which increases with mental effort. It is an involuntary signal of cognitive load. Effort that a reader would never report shows in the eye.

How to act on reading effort with free means
WhoWhat to doFree meansWhat it shows
SearcherTake a break when reading feels tiringA timerEffort you notice
SEOAsk test readers to rate effort after each sectionGoogle Forms with a rating scaleEffort readers would not mention unasked
Your siteCheck your own domain; replace example.com with itsite:example.com filetype:pdfDense documents that likely cost effort
Who benefits from reading effort, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamAsks readers to rate effort per sectionHard sections found and fixed
Product teamSees effort readers would not reportLower effort across the site
ReadersSpend less effortLess fatigue

An event-related potential is the brain's electrical response to a specific event, recorded at the scalp and averaged over many trials. It shows processing with millisecond precision. Language researchers use it to see interpretation as it happens.

How to act on event-related potentials with free means
WhoWhat to doFree meansWhat it shows
SearcherRead research summaries on how the brain processes languageGoogle ScholarEvidence on reading
SEOUse findings on reading to place key words where they fit expectationGoogle Scholar review articlesWording that is easier to process
Your siteCheck your own domain; replace example.com with itsite:example.com "your topic"Pages to review for unexpected wording
Who benefits from event-related potentials, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamUses reading research to choose expected wordingText that is easier to process
ManagementBases writing standards on researchQuality that is grounded
ReadersRead text that flowsEasier understanding

What is the N400 component in understanding words?

The N400 is a negative brain wave peaking about 400 milliseconds after a word, larger when the word is hard to integrate into its context. Marta Kutas and Steven Hillyard reported it in 1980. It is a measure of how well meaning fits expectation.

How to act on the N400 with free means
WhoWhat to doFree meansWhat it shows
SearcherNotice words that feel out of place in a sentenceThe page itselfPlaces where meaning does not fit
SEOReplace unexpected words in key sentences with the words readers expectGoogle Ngram Viewer, a colleague's readingWords that are harder to integrate
Your siteCheck your own domain; replace example.com with itsite:example.com "leverage" OR "synergy"Jargon that may not fit the reader's expectation
Who benefits from the N400, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamReplaces unexpected words with expected onesSentences understood at once
SEOUses the words readers expect in key passagesPassages matched to searchers' language
ReadersRead without stumblingSmooth understanding

What is the P600 component when a reader reconsiders?

The P600 is a positive brain wave around 600 milliseconds after a word, associated with reanalysis of structure or interpretation. Lee Osterhout and Phillip Holcomb described it in 1992. It marks the moment a reader has to reconsider.

How to act on the P600 with free means
WhoWhat to doFree meansWhat it shows
SearcherReread a sentence that forced you to start overThe page itselfSentences that mislead first
SEORewrite garden-path sentences that force rereadingHemingway Editor web version, a read-aloud testSentences that cost reanalysis
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Key pages to check for garden-path sentences
Who benefits from the P600, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamRewrites sentences that force rereadingFewer misreadings
Customer supportReceives fewer questions from misread sentencesShorter contacts
ReadersUnderstand sentences the first timeLess effort

What is electroencephalography in relevance research?

Electroencephalography records electrical brain activity through electrodes on the scalp. Event-related potentials are derived from it. It is the method that lets claims about processing effort be tested.

How to act on brain research on reading with free means
WhoWhat to doFree meansWhat it shows
SearcherBe careful with marketing that claims brain proofGoogle ScholarClaims backed by research
SEOAvoid brain claims in content that research does not supportGoogle ScholarDefensible statements
Your siteCheck your own domain; replace example.com with itsite:example.com "brain" OR "neuro"Pages with brain claims
Who benefits from brain research on reading, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Legal and complianceAvoids unsupported brain claimsNo misleading neuroscience
Content teamUses research carefullyCredibility with informed readers
ReadersGet honest scienceProtection from neuro-myths

What role does Bayesian inference play in pragmatics?

Bayesian inference updates beliefs in proportion to new evidence. Computational models of pragmatics, such as the rational speech act model by Michael Frank and Noah Goodman, treat interpretation as such an update. They formalise what relevance theory describes.

How to act on Bayesian inference with free means
WhoWhat to doFree meansWhat it shows
SearcherUpdate your view in proportion to how strong new evidence isA notes appBeliefs that follow evidence
SEOShow readers how strong the evidence for each claim isThe page itselfClaims readers can weigh
Your siteCheck your own domain; replace example.com with itsite:example.com "evidence suggests" OR "likely"Pages that state strength of evidence
Who benefits from Bayesian inference, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamShows the strength of evidence for claimsPages trusted for their calibration
ManagementEncourages decisions that follow evidenceBetter judgement
ReadersWeigh claims by their evidenceCalibrated beliefs

What is the surprisal of a word in reading?

Surprisal is the negative log probability of a word given its context, a measure from information theory. The less predictable a word, the higher its surprisal and the longer people take to read it. It gives processing effort a number.

How to act on surprisal with free means
WhoWhat to doFree meansWhat it shows
SearcherSlow down at unexpected words and check their meaningA dictionaryUnderstanding of unusual terms
SEOCheck how common key terms are and explain rare onesGoogle Ngram Viewer, Google TrendsTerms that raise reading effort
Your siteCheck your own domain; replace example.com with itsite:example.com "rare technical term"Pages with rare terms to explain
Who benefits from surprisal, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamExplains rare terms and prefers common onesPages readers process faster
SEOChecks which terms readers actually useWording that matches searches
ReadersRead without being slowed by rare wordsEasier understanding

A relevant result is one that gives the reader the greatest cognitive effect for the least effort, in their situation. Keyword match is one piece of evidence for that. Pages that answer the question behind the query with little effort are relevant in the sense the reader's mind uses.

How to act on relevance theory for search with free means
WhoWhat to doFree meansWhat it shows
SEORate each important page for effect and effort on a simple scaleGoogle Sheets with two columnsPages relevant in the reader's sense
Your siteCheck your own domain; replace example.com with itsite:example.com intitle:"your topic"Pages to rate
Who benefits from relevance theory for search, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
SEORates pages for effect and effortPriorities that make pages relevant to readers
ManagementMeasures relevance beyond keyword matchA truer picture of content quality
ReadersGet results with more effect for less effortBetter searches

What should a page do about relevance theory?

Say the point early, remove effort that produces no effect, and give the reader a conclusion they did not have. Address what the query implies as well as what it says, and earn belief as well as attention. A page that asks back what the reader needs lowers the effort of finding the relevant part, which is the idea of Supervised Search.

How to act on relevance on a page with free means
WhoWhat to doFree meansWhat it shows
SEOSay the point early, cut effort without effect, add a conclusion readers lackedThe page itself, Microsoft ClarityA page with more effect for less effort
SEOAsk readers what they need and route them to the part that fitsThe page itself, Google FormsLess effort to find the relevant part
Your siteCheck your own domain; replace example.com with itsite:example.com "what do you need"Pages that ask first
Who benefits from relevance on a page, and how it pays off in search results
Who benefitsIn everyday useHow it pays off
Content teamSays the point early and cuts effort without effectPages that end the search
Product teamAdds a question that routes readers to their partLess effort to find the relevant passage
ReadersGet insight quickly and are guided to their partSearch that ends on the page

Search intent

First published 2026-09-14. Last revised 2026-09-16.