Live Quiz Arena
🎁 1 Free Round Daily
⚡ Enter ArenaQuestion
← Language & CommunicationIf a statistical machine translation system outputs grammatically correct but semantically nonsensical sentences, which consequence follows?
A)BLEU score artificially increases
B)Beam search favors common phrases
C)Attention mechanism missed key context✓
D)Transformer layers experienced gradient vanishing
💡 Explanation
The attention mechanism aligns input and output words; therefore, if the output is nonsensical despite being grammatical, the attention mechanism likely failed to capture relevant contextual relationships. This is because beam search and BLEU score relate to fluency rather than semantic accuracy; gradient vanishing would impact training, rather than immediate output.
🏆 Up to £1,000 monthly prize pool
Ready for the live challenge? Join the next global round now.
*Terms apply. Skill-based competition.
Related Questions
Browse Language & Communication →- In Mandarin Chinese, if a speaker shortens the duration of the second syllable in a sequence of two third-tone syllables, which consequence follows?
- Why does a child exposed to deficient linguistic input still develop some grammatical structure?
- Which mechanism explains why a lexicographer finds multiple, seemingly contradictory definitions for a single headword after analyzing a large language corpus?
- Why does conceptual metaphor theory predict that understanding abstract concepts like 'argument' often relies on more concrete domains such as 'war'?
- Why does understanding abstract concepts like 'grasping an idea' benefit from embodied experiences?
- An engineer designing a voice-controlled smart home system observes that commands for different appliances are frequently misinterpreted. Which mechanism best explains this semantic misinterpretation?
