Xiga xigaHagaha xiga
How to Check the Accuracy of an AI Translation
Luuqadda AI
Luqadda AI HAGAHA
Turjumaada mashiinka
Turjumaadda mishiinku waa is beddel toos ah oo laga beddelo luqadda isha oo loo beddelo luqadda bartilmaameedka ah.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
Neural systems often treat this as a sequence-to-sequence task: read one sequence and produce another. Building and evaluating such a system requires attention to data alignment and language-specific errors.
Qaadashada furaha
- Check aligned data and document-level splits.
- Record evaluation configuration.
- Inspect meaning-changing errors by language pair.
quusid qoto dheer
Parallel training data pairs source passages with corresponding translations. Incorrect alignment, duplicated material, or mismatched language labels can teach the wrong relationship. Clean the pairs and keep documents together when splitting evaluation data to avoid near-duplicate leakage. Tokenization determines how text becomes model inputs. A tokenizer that handles one writing system efficiently may split another into many more units. Check the length limits in both languages and whether truncation removes the end of either the source or target passage. Automatic metrics make repeated experiments practical. BLEU compares patterns of word sequences with reference translations, but a metric is not a complete judgment of meaning, readability, or suitability for a domain. Evaluation settings and reference choices matter, so record them with the score. Use an error taxonomy alongside metrics: additions, omissions, changed numbers, inconsistent terminology, incorrect negation, and awkward phrasing. Assess each language pair and domain separately. An average across several well-resourced languages can conceal failures in a less-represented language or specialized document type.
04Tusaale la shaqeeyay
Compare usefulness with word overlap
- Doorashada A
Imagine a reference “The package did not arrive.” Candidate A says “The parcel never arrived.” Candidate B says “The package did arrive.”
- Doorashada B
Candidate A uses different words but preserves the main meaning. Candidate B resembles the reference while reversing the outcome.
Imtixaanka
Record the negation error explicitly instead of choosing a translation by appearance or overlap alone.
Maxay ku tusaysaa
The constructed example demonstrates why metric-based comparisons need semantic review.
Dhaqangelinta Adduunka-dhabta ah
Evaluate a fixed test set with both a documented metric and bilingual error review.
Audit source-target pairs for mismatched dates, names, and sentence boundaries.
Ku dhaqangelinta
Maxay muhiim u tahay
- 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.
Iska ilaali
- 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.
Tallaabooyinka xiga
- Qeex qaabka wax soo saarka, codka, iyo heerarka tayada ka hor inta aan la baahin.
- Jawaabaha salka ku haya ilo lagu kalsoon yahay mar kasta oo saxnidu ay muhiim tahay.
- Hayso isbaarada dib u eegista bini aadamka ee wax soo saarka sare.
- Lasoco qaababka guuldarada oo dib u leyli dardargelinta ama socodka shaqada si joogto ah.
Ilaha iyo akhrin dheeraad ah
- Association for Computational LinguisticsBleu: a Method for Automatic Evaluation of Machine Translation
Sii wad Sahaminta
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the Machine Translation quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
Is BLEU a percentage of correctly translated sentences?
No. It is an automatic reference-based metric, not a direct count of sentences that a human would judge correct.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan