Luqadda AI HAGAHA

Soo koobida AI

AI summarization creates a shorter representation of source material.

2 daqiiqo akhriMarkii u dambaysay ee la cusbooneysiiyay

Dulmar

Extractive methods select existing passages; abstractive methods generate new wording. A good summary preserves the important claims, uncertainty, and relationships without adding facts that the source does not establish.

Qaadashada furaha

  • Define the summary’s purpose.
  • Check omissions separately from invented additions.
  • Keep links to the original evidence.

quusid qoto dheer

Define what the summary is for. A decision brief, a meeting record, and an introductory overview should preserve different details. Specify the audience, length, and required fields before judging the output. Shorter is not automatically better if it removes essential conditions. Check coverage and factual consistency separately. A summary can accurately describe one section while omitting the central result. It can also cover every topic while attributing a statement to the wrong person or reversing a qualification. Long documents may need staged processing, but summaries of summaries can lose context. Preserve links to original passages and retain the distinction between confirmed results, proposals, and commentary. For documents with tables, verify units, row labels, and footnotes instead of treating extracted text as a complete representation. Evaluate on realistic documents and score error types explicitly. Unsupported claims, omitted decisions, incorrect quantities, and changed dates deserve separate attention. Give readers a route back to the source, and label any additional interpretation as analysis rather than part of the summary.

Aragtida Farsamada

An extractive summary can still mislead through selection or missing context. Copying exact words does not guarantee that the selected passages fairly represent the document.

Separate a proposal from a decision

  1. In an invented meeting note, one participant proposes a Friday release. The group decides to run another test before selecting a date.
  2. A draft summary says “The team approved a Friday release.” Mark this as an unsupported decision.
  3. Replace it with “Friday was proposed; the date remains undecided pending testing,” and retain the source passage.

This exercise checks whether the summary preserves the actual status of a claim.

Saamaynta Istiraatijiyadeed

Xawaaraha iyo miisaanka

Socodka shaqada luqaddu si dhakhso leh ayay u socon kartaa iyada oo aan la hurayn joogteynta.

Helitaanka iyo gaarsiinta

Waxay balaadhisaa gelitaanka luqadaha iyo qaababka isgaarsiinta.

Go'aamo cad

Kooxuhu waxay waqti badan ku qaadan karaan xukunka halka otomaatiggu uu qabanayo ku celcelinta.

Dhaqangelinta Adduunka-dhabta ah

Produce meeting decisions with owners and supporting passages.

Summarize a report while retaining the study’s limitations and units.

Khatarta & Dariiqyada Ilaalada

Xaqiiqooyinka dhalanteed waxay si deggan u geli karaan warbixinnada, taageerada socodka, ama natiijooyinka cilmi-baarista.

Dareenka degdega ahi wuxuu abuuri karaa natiijooyin aan iswaafaqayn codsiyada la midka ah.

Xogta qoraalka xasaasiga ah ayaa laga yaabaa in la kashifo haddii kontaroolada gelitaanka ay daciif yihiin.

Qorshe Hawleedka Dhaqangelinta

1

Qeex qaabka wax soo saarka, codka, iyo heerarka tayada ka hor inta aan la baahin.

2

Jawaabaha salka ku haya ilo lagu kalsoon yahay mar kasta oo saxnidu ay muhiim tahay.

3

Hayso isbaarada dib u eegista bini aadamka ee wax soo saarka sare.

4

Lasoco qaababka guuldarada oo dib u leyli dardargelinta ama socodka shaqada si joogto ah.

Ilaha iyo akhrin dheeraad ah

Sii wad Sahaminta

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Hagaha xiga

Soo koobida Abstractive vs Extractive

Su'aalaha soo noqnoqda

Can an exact quotation make a misleading summary?

Yes. Omitting surrounding qualifications or selecting an unrepresentative passage can change the impression even when the quoted words are accurate.