One challenge is that AI-assisted translation

The gap

Evidence profile

Sourced from the recommendations and stated challenges of the source papers, classified as general, spanning 5 journals.

Supporting evidence — 5 representative gaps

• A Self Systematic Review of Translation Error Studies (2000–2025): The Case of Students’ Errors in English–Arabic and Arabic–English Translation (2026) · International Journal of Translation and Interpretation Studies · doi

  The findings of this SR point to the need for a comprehensive rethinking of how English–Arabic and Arabic–English translation is taught, practiced, and assessed. The recurring error patterns across metaphorical, lexical, syntactic, and technical domains suggest that translation competence must be developed through targeted, systematic, and evidence-based instructional approaches. Therefore, this study recommends the following: • Translation programs should prioritize the development of deep lexical knowledge in both languages. Instruction must move beyond surface-level vocabulary lists toward: semantic networks and word families, domain-specific terminology (legal, medical, scientific, cultural), polysemy training, including one-to-many and many-to-one mappings, contextualized vocabulary learning rather than isolated word memorization. Students should be trained to identify semantic shades of meaning and select equivalents appropriate to domain, register, and context. • Given the high difficulty of idioms, metaphors, kinship expressions, color symbolism, numeral-based expressions, and culturally embedded phrases, translation pedagogy should include: explicit teaching of metaphorical mapping across languages, contrastive analysis of figurative systems in Arabic and English, exposure to authentic idiomatic expressions in diverse genres, and practice in identifying fixed expressions and avoiding literal translation. Students should learn to treat idioms and metaphors as holistic units rather than compositional structures. • The dominance of literal translation and avoidance indicates weak inferencing abilities.

  generalrecommendationsevidence 5/5
  Keywords: translation english arabic expressions students error across metaphorical lexical must systematic based languages instruction vocabulary
• A Systematic Review of Studies on Pronunciation Instruction and Practice in L2 (2005-2025) (2026) · Journal of English Language Teaching and Applied Linguistics · doi

  To improve pronunciation accuracy, auditory discrimination, and decoding skills among Arabic–English learners, and enhance the reliability of instructional input, the current study recommends that instruction should combine phonological training with decoding practice and systematic vocabulary development, especially for Proper Nouns, technical terminology, and domain-specific expressions frequently encountered in media, healthcare, and academic contexts. Learners benefit from targeted instruction on features strongly influenced by Arabic phonotactics, including consonant clusters, stress placement, vowel quality, and the avoidance of over-gemination. Raising students’ awareness of cross-linguistic contrasts can help prevent fossilization of L1-based patterns. Since many pronunciation and meaning-transfer errors stem from unfamiliarity with global institutions, geographical names, acronyms, and political designations, curricula should incorporate structured exposure to high-frequency international terminology and real-world media content. Educators and learners should critically evaluate synthetic audio before using it as a pronunciation model. When possible, AI input should be supplemented with human-produced recordings, especially for diacritic-sensitive Arabic words and context-dependent English forms. Furthermore, learners need systematic practice in distinguishing unfamiliar phonemes, decoding long or complex words, and recognizing Proper Nouns in fast speech. Activities such as minimal-pair training, slowed-speech exposure, and repeated listening to authentic media can strengthen these skills. Instruction should include timed listening, shadowing, and short interpreting segments that simulate real-world processing demands. These tasks help learners develop rapid form–meaning mapping and reduce reliance on compensatory strategies. Specialized fields such as healthcare, diplomacy, and media require tailored pronunciation lists, annotated corpora, and practice materials that reflect the terminology learners encounter in professional settings. Learners should be trained to recognize when they are relying on approximation strategies, such as nonsense forms, rhyming analogies, or literal translation, and to replace these with more accurate decoding and inference strategies. 6. conclusion This SR brings together two decades of research that collectively illuminate the complex, multi-layered nature of pronunciation performance in Arabic–English contexts.

  generalrecommendationsevidence 5/5
  Keywords: pronunciation learners decoding arabic media english instruction practice terminology speech strategies accuracy auditory discrimination skills
• A Systematic Self-Review of Studies on EFL Vocabulary: Teaching, Assessment, Learning Outcomes, and AI Translation Quality (2026) · Journal of World Englishes and Educational Practices · doi

  The findings across the five clusters highlight the need for vocabulary instruction that systematically integrates lexical associations, multimodal input, and explicit contrastive analysis. Teachers should adopt instructional designs that connect pronunciation, morphology, semantics, and usage rather than treating vocabulary as isolated items. Technology should be used purposefully, mind-mapping tools, mobile apps, online tasks, YouTube-based pronunciation practice, and iRubrics are most effective when they scaffold cognitive processing and support self-regulated learning. Assessment practices should incorporate multi-component tasks that diagnose weaknesses and guide remedial instruction. Translation training must explicitly address polysemy, collocations, plurals, and culturally embedded expressions, with emphasis on contextual interpretation rather than literal transfer. AI can be integrated into vocabulary and terminology instruction by providing personalized practice, generating contextualized examples, and offering instant explanations and feedback. AI tools can create adaptive quizzes, visual representations of technical terms, and discipline-specific scenarios that strengthen lexical associations and deepen understanding. They also support learners by transcribing lectures, extracting key terminology, and enabling students to compare human and machine translations to develop critical awareness of technical equivalents. When used strategically, AI enhances exposure, reinforces retention, and helps instructors diagnose weaknesses and plan targeted remedial work. 5.1 Directions for Future Research Future research should expand beyond college-level EFL learners to include younger learners, multilingual contexts, and diverse educational settings to examine how lexical development unfolds across proficiency levels. More empirical studies are needed on the long-term impact of multimodal tools, mind-mapping, mobile apps, and online platforms on vocabulary depth, retention, and transfer to reading, writing, pronunciation, and translation. Research should also investigate how learners develop sensitivity to polysemes, collocations, morphological patterns, and phoneme–grapheme correspondences, and how instructional interventions can strengthen these skills. Given the growing role of AI in translation and language learning, future studies should examine how AI tools handle domain-specific vocabulary, idiomaticity, and cross-linguistic contrasts, and how learners can be trained to critically evaluate AI-generated output. Finally, meta-analytic work is needed to quantify effect sizes across instructional approaches and technological tools to provide stronger evidence for pedagogical decision-making.

  generalrecommendationsevidence 5/5
  Keywords: vocabulary tools learners across instruction lexical instructional pronunciation translation future associations multimodal rather used mind
• Exploring the Experiences of pre-Service Teachers in teaching Summary Writing for Grade Ten English First Additional Language in the O.R. Tambo Coastal District of South Africa (2026) · Journal of Education and Learning Technology · doi

  To address these challenges, the following strategies are recommended: • Providing explicit instruction on English concepts and terminology to bridge the language gap. • Employing scaffolding techniques to guide learners in identifying main ideas and following instructions. • Encouraging paraphrasing through targeted exercises focused on vocabulary development and comprehension skills. These strategies align with Vygotsky’s (1978) concept of the Zone of Proximal Development, which emphasizes the importance of guided learning to help learners achieve tasks they cannot yet accomplish independently. 28 Edi Firman, Haerazi Haerazi, and Sadaf Dehghani, “Students’ Abilities and Difficulties in Comprehending English Reading Texts at Secondary Schools; An Effect of Phonemic Awareness,” Journal of Language and Literature Studies 1, no. 2 (November 30, 2021): 57–65, https://doi.org/10.36312/jolls.v1i2.613. 29 Miguel Angelo P. Lajom et al., “Enhancing Academic Performance Through Effective Classroom Management and Output Distribution,” International Journal of Social Sciences & Educational Studies 10, no. 3 (2023), https://doi.org/10.23918/ijsses.v10i3p424. 30 Dewi and Saputra, “Problems Faced By Students in Writing English Academic Summary.” 31 Muhammad A. Al Roomy, “Investigating the Effects of Critical Reading Skills on Students’ Reading Comprehension,” Arab World English Journal 13, no. 1 (March 24, 2022): 366–81, https://doi.org/10.24093/awej/vol13no1.24. 32 Clarin et al., “The Challenges in Paraphrasing Among English Language Students.” Journal of Education and Learning Technology (JELT) 188 Nomlala, L.

  generalrecommendationsevidence 5/5
  Keywords: english learners journal challenges language students summary following paraphrasing learning reading https academic writing strategies
• Exploring AI-Assisted Translation and Cognitive Load in L2 Learning: Evidence From Indonesian University Students (2026) · Journal of Language Teaching and Research · doi

  One challenge is that AI-assisted translation may not eliminate mental effort, as students still need to verify, evaluate, and revise AI-generated outputs carefully. Another challenge is that AI-assisted translation may be limited in handling idiomatic expressions, contextual appropriateness, and cultural nuance. The study also notes that students may become too reliant on AI-assisted translation, rather than developing their own language skills.

  generalstated challengesevidence 5/5
  Keywords: one challenge ai-assisted translation eliminate mental effort students

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