https://www.bayanatlabs.com/insights Field notes on Arabic AI data: annotation, dialects, speech, RLHF, evaluation and compliance. en Thu, 24 Sep 2026 08:00:00 GMT https://www.bayanatlabs.com/insights/evaluating-arabic-ai-agents https://www.bayanatlabs.com/insights/evaluating-arabic-ai-agents Thu, 24 Sep 2026 08:00:00 GMT Arabic AI agent evaluation that grades tool calls and final system state, not fluent replies: Arabic-specific risks, test-suite design and a scorecard. Method · Evaluation https://www.bayanatlabs.com/insights/arabic-annotation-guidelines-template https://www.bayanatlabs.com/insights/arabic-annotation-guidelines-template Thu, 24 Sep 2026 08:00:00 GMT Arabic annotation guidelines template: 12 copy-ready sections with dialect, diacritics and Arabizi rules, Arabic examples, decision trees and a pilot plan. Checklist · Annotation https://www.bayanatlabs.com/insights/arabic-content-moderation https://www.bayanatlabs.com/insights/arabic-content-moderation Thu, 24 Sep 2026 08:00:00 GMT Arabic content moderation annotation that holds up: a multi-label toxicity taxonomy, dialect, sarcasm and religious-reference rules, QA and LabelBench data. Guide · Annotation https://www.bayanatlabs.com/insights/arabic-data-annotation-cost https://www.bayanatlabs.com/insights/arabic-data-annotation-cost Thu, 24 Sep 2026 08:00:00 GMT Arabic data annotation cost explained: pricing units, the drivers that move rates, public price points as of Sept 2026 and an illustrative 10,000-item budget. Guide · Pricing https://www.bayanatlabs.com/insights/arabic-data-labeling-guide https://www.bayanatlabs.com/insights/arabic-data-labeling-guide Thu, 24 Sep 2026 08:00:00 GMT Arabic data labeling explained: task types, dialect choices, taxonomy design, QA and agreement, cost drivers, build vs buy, and when LLM pre-labels are safe. Guide · Annotation https://www.bayanatlabs.com/insights/arabic-dialect-identification https://www.bayanatlabs.com/insights/arabic-dialect-identification Thu, 24 Sep 2026 08:00:00 GMT Arabic dialect identification explained: NADI, MADAR and QADI compared, region vs country labels, mixed-dialect rules, and why LLMs sit near chance. Guide · Dialects https://www.bayanatlabs.com/insights/arabic-instruction-tuning-data https://www.bayanatlabs.com/insights/arabic-instruction-tuning-data Thu, 24 Sep 2026 08:00:00 GMT Arabic instruction tuning data, native vs translated: what published studies show, translationese examples, and a reusable SFT spec with dialect mix and QA. Guide · Training data https://www.bayanatlabs.com/insights/arabic-llm-benchmarks https://www.bayanatlabs.com/insights/arabic-llm-benchmarks Thu, 24 Sep 2026 08:00:00 GMT Arabic LLM benchmarks compared: what ArabicMMLU, OALL, BALSAM, AraGen and AraDiCE measure, native vs translated, dialects, scoring and blind test sets. Comparison · Evaluation https://www.bayanatlabs.com/insights/arabic-ner-annotation https://www.bayanatlabs.com/insights/arabic-ner-annotation Thu, 24 Sep 2026 08:00:00 GMT Arabic NER annotation guidelines: clitic span rules, names that are also common words, Arabic name structure, sector taxonomies and a verified dataset table. Guide · Annotation https://www.bayanatlabs.com/insights/arabic-preference-data https://www.bayanatlabs.com/insights/arabic-preference-data Thu, 24 Sep 2026 08:00:00 GMT Arabic preference data for RLHF and DPO: why translated pairs fail, a dialect-aware rubric, a worked Najdi example, rater calibration and TRL-ready formats. Guide · RLHF & alignment https://www.bayanatlabs.com/insights/arabic-speech-datasets https://www.bayanatlabs.com/insights/arabic-speech-datasets Thu, 24 Sep 2026 08:00:00 GMT Arabic speech recognition dataset comparison: QASR, MGB-2, SADA, Common Voice, Casablanca, Mixat and more by dialect, hours, speaking style and licence. Comparison · Speech data https://www.bayanatlabs.com/insights/arabic-transcription-guidelines https://www.bayanatlabs.com/insights/arabic-transcription-guidelines Thu, 24 Sep 2026 08:00:00 GMT Arabic transcription guidelines for ASR data: verbatim vs clean, CODA dialect spelling, code-switching, numbers, tags and segmentation, plus a style guide. Guide · Speech data https://www.bayanatlabs.com/insights/arabizi-code-switching https://www.bayanatlabs.com/insights/arabizi-code-switching Thu, 24 Sep 2026 08:00:00 GMT Arabizi NLP guide: the numbers-for-letters chart, sourced prevalence data, detection pitfalls, and annotation rules for Arabic–English and Arabic–French text. Guide · Dialects https://www.bayanatlabs.com/insights/egyptian-arabic-data https://www.bayanatlabs.com/insights/egyptian-arabic-data Thu, 24 Sep 2026 08:00:00 GMT Egyptian Arabic dataset guide: speech, chat and text corpora, their licenses, what you can use commercially, and the gaps in Upper Egyptian and Arabizi data. Guide · Dialects https://www.bayanatlabs.com/insights/how-to-annotate-arabic-text https://www.bayanatlabs.com/insights/how-to-annotate-arabic-text Thu, 24 Sep 2026 08:00:00 GMT How to annotate Arabic text: clitic and span rules, a normalization policy, dialect tags, Arabizi and RTL tool setup, with worked examples and a QA loop. Guide · Annotation https://www.bayanatlabs.com/insights/become-arabic-data-annotator https://www.bayanatlabs.com/insights/become-arabic-data-annotator Thu, 24 Sep 2026 08:00:00 GMT How to become an Arabic data annotator: the real tasks, the dialect and writing skills that count, how per-task pay works, what tests check, and scam signs. Guide · Careers https://www.bayanatlabs.com/insights/choose-arabic-annotation-vendor https://www.bayanatlabs.com/insights/choose-arabic-annotation-vendor Thu, 24 Sep 2026 08:00:00 GMT Choosing an Arabic data annotation vendor? Use 20 RFP questions, a weighted scorecard and red flags on dialect provenance, QA evidence, residency and pilots. Checklist · Vendor selection https://www.bayanatlabs.com/insights/human-in-the-loop-arabic-annotation https://www.bayanatlabs.com/insights/human-in-the-loop-arabic-annotation Thu, 24 Sep 2026 08:00:00 GMT Human-in-the-loop Arabic annotation: when LLM pre-labels are safe, how to route items by confidence and dialect, and how to prove a quality floor first. Method · Annotation https://www.bayanatlabs.com/insights/llm-as-a-judge-arabic https://www.bayanatlabs.com/insights/llm-as-a-judge-arabic Thu, 24 Sep 2026 08:00:00 GMT LLM as a judge in Arabic: what the research shows, where automated graders fail on dialect, safety and culture, and how to calibrate against native raters. Method · Evaluation https://www.bayanatlabs.com/insights/saudi-arabic-dialects-ai https://www.bayanatlabs.com/insights/saudi-arabic-dialects-ai Thu, 24 Sep 2026 08:00:00 GMT Saudi dialect dataset guide: Najdi, Hijazi, Southern and Eastern features, public corpora and their licenses, production gaps and annotation pitfalls. Guide · Dialects https://www.bayanatlabs.com/ar/insights/data-annotation-types https://www.bayanatlabs.com/ar/insights/data-annotation-types Thu, 24 Sep 2026 08:00:00 GMT التعليق التوضيحي للبيانات بأمثلة عربية تطبيقية: الكيانات والنوايا والمشاعر، والتفريغ وتمييز المتحدثين، وOCR للخط العربي، والفيديو، وشكل الوسم لكل نوع. دليل · التعليق التوضيحي للبيانات https://www.bayanatlabs.com/ar/insights/saudi-arabic-dialects-ai https://www.bayanatlabs.com/ar/insights/saudi-arabic-dialects-ai Thu, 24 Sep 2026 08:00:00 GMT اللهجات السعودية والذكاء الاصطناعي: جدول سمات النجدية والحجازية والشرقية بأمثلة موثقة، ومجموعات البيانات المتاحة وفجواتها، وأين تخطئ النماذج، وكيف توسَّم. دليل · اللهجات العربية https://www.bayanatlabs.com/ar/insights/arabic-preference-data https://www.bayanatlabs.com/ar/insights/arabic-preference-data Thu, 24 Sep 2026 08:00:00 GMT بيانات RLHF العربية عمليًا: كيف تُجمع بيانات التفضيل لـ DPO ونماذج المكافأة، ولماذا تفشل المترجمة، مع معيار تقييم عربي ومثال بلهجة نجدية. دليل · المواءمة وRLHF https://www.bayanatlabs.com/ar/insights/arabic-data-labeling-terminology https://www.bayanatlabs.com/ar/insights/arabic-data-labeling-terminology Thu, 24 Sep 2026 08:00:00 GMT تسمية البيانات أم توسيمها أم وسمها أم تصنيفها؟ جدول يربط كل مصطلح عربي بمقابله الإنجليزي ومن يستخدمه ومتى يناسب، مع تحذير من التباس «تصنيف البيانات» الحكومي. دليل مصطلحات · توسيم البيانات https://www.bayanatlabs.com/ar/insights/arabic-data-labeling-guide https://www.bayanatlabs.com/ar/insights/arabic-data-labeling-guide Thu, 24 Sep 2026 08:00:00 GMT دليل توسيم البيانات العربية للذكاء الاصطناعي: أنواع المهام، واختيار اللهجات، وتصميم التصنيفات، وقياس الجودة، مع أمثلة عربية حقيقية وقائمة تحقق. دليل · توسيم البيانات https://www.bayanatlabs.com/ar/insights/arabic-transcription-guidelines https://www.bayanatlabs.com/ar/insights/arabic-transcription-guidelines Thu, 24 Sep 2026 08:00:00 GMT معايير التفريغ الصوتي لبيانات تدريب نماذج الكلام العربية: الحرفي والمنقح، وكتابة العامية والإنجليزية والأرقام، وجدول وسوم، وأمثلة خليجية ومصرية. دليل · البيانات الصوتية https://www.bayanatlabs.com/ar/insights/evaluating-arabic-llms https://www.bayanatlabs.com/ar/insights/evaluating-arabic-llms Thu, 24 Sep 2026 08:00:00 GMT معايير تقييم النماذج اللغوية العربية عمليًا: لماذا تضلل المعايير المترجمة، وجدول ArabicMMLU وبلسم وOALL، وبروتوكول تقييم بالفصحى واللهجات. دليل · تقييم النماذج https://www.bayanatlabs.com/ar/insights/pdpl-data-residency https://www.bayanatlabs.com/ar/insights/pdpl-data-residency Thu, 24 Sep 2026 08:00:00 GMT نظام حماية البيانات الشخصية والذكاء الاصطناعي: متى تخضع بيانات التدريب للنظام، ولماذا التوسيم أخطر مراحلها، وقائمة تحقق وأسئلة لمزود التوسيم. قائمة تحقق · الامتثال https://www.bayanatlabs.com/ar/insights/arabic-data-annotation-jobs https://www.bayanatlabs.com/ar/insights/arabic-data-annotation-jobs Thu, 24 Sep 2026 08:00:00 GMT وظائف توسيم البيانات عن بعد للناطقين بالعربية: المهام الفعلية، وكيف يعمل الدفع لكل مهمة، وما في اختبارات اللهجة، وكيف تكشف عروض الاحتيال. دليل · العمل في بيانات الذكاء الاصطناعي https://www.bayanatlabs.com/insights/evaluating-arabic-llms https://www.bayanatlabs.com/insights/evaluating-arabic-llms Sun, 05 Jul 2026 08:00:00 GMT Arabic LLM evaluation that holds up: why translated benchmarks mislead, five dimensions to score per dialect, a plan template, a rubric and sample sizes. Guide · Evaluation https://www.bayanatlabs.com/insights/synthetic-data-model-collapse https://www.bayanatlabs.com/insights/synthetic-data-model-collapse Sun, 05 Jul 2026 08:00:00 GMT Synthetic Arabic data is cheapest where it fails hardest. What model-collapse research means for Arabic dialects, and the pipeline that keeps it useful. Research · Synthetic data https://www.bayanatlabs.com/insights/dialect-coverage https://www.bayanatlabs.com/insights/dialect-coverage Sun, 05 Jul 2026 08:00:00 GMT MSA vs dialectal Arabic for AI: where the data gap sits, what it costs in production, and a use-case matrix for which register to train and test on. Guide · Dialects https://www.bayanatlabs.com/insights/pdpl-data-residency https://www.bayanatlabs.com/insights/pdpl-data-residency Sun, 05 Jul 2026 08:00:00 GMT PDPL data residency for AI teams: what Saudi law requires for training data, transfers and annotation, with a checklist and questions for any data partner. Checklist · Compliance https://www.bayanatlabs.com/insights/arabic-tokenization-tax https://www.bayanatlabs.com/insights/arabic-tokenization-tax Sun, 05 Jul 2026 08:00:00 GMT Per-token pricing hides a surcharge on Arabic. Where the Arabic tokenization tax comes from, what fertility studies show, and how to measure it yourself. Research · Economics