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How to pronounce GQA

acronym community-consensus

jee kyoo ay /ˌdʒiː kjuː ˈeɪ/ mp3
or: gee kyoo ay

GQA is most commonly pronounced "jee kyoo ay" (/ˌdʒiː kjuː ˈeɪ/). This is the widely-used reading among engineers, though edge cases exist.

Grouped-Query Attention — the default attention in Llama 2/3, Qwen, Gemma, GPT-OSS. Read as an initialism, letter by letter: G-Q-A, jee-kyoo-AY, STRESS on the final letter. Said-as-a-word never caught on because the Q has no following vowel, so spelling it out is the dominant convention in papers, model cards, and talks.

Alternate readings you might hear:

Source: arXiv: GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Pronouncing project and product names correctly avoids the small but persistent friction of being gently corrected during standups, conference Q&As, and team calls. Hearing the word a few times locks in the right reading better than reading IPA ever will. Pronounce is a community-maintained dictionary — every entry tagged with a confidence level and (where possible) a citable source.

Hear it from the command line

$ say-it GQA # primary × 3 + audible "or: …" for each alternate
$ say-it --alt GQA # focus on the first alternate
$ say-it --all GQA # primary AND every alternate, each repeated
$ say-it --solo GQA # primary only, no "or: …" tail
$ say-it --why GQA # print the dict entry with source URL

Install the CLI: git clone https://github.com/anzy-renlab-ai/pronounce.git && cd pronounce && ./install.sh

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