AI Factory Glossary

multi-query attention (mqa),multi-query attention,mqa,llm architecture

Share key/value across heads to reduce memory and speed up inference.

multi-query kv cache, optimization

Share K/V across attention heads.

multi-query retrieval, rag

Generate and use multiple queries.

multi-query retrieval,rag

Generate multiple query variations and retrieve with each for broader coverage.

multi-query, rag

Multi-query strategies generate multiple query variations retrieving for each.

multi-region deployment,infrastructure

Deploy across geographic regions for resilience.

multi-resolution hash tables, 3d vision

Hierarchical hash encoding.

multi-resolution hash, multimodal ai

Multi-resolution hash encoding stores features at multiple scales in hash tables.

multi-resolution training, computer vision

Train on multiple resolutions.

multi-response optimization, optimization

Optimize several responses simultaneously.

multi-scale discriminator, generative models

Discriminators at different resolutions.

multi-scale generation, multimodal ai

Multi-scale generation produces images at multiple resolutions simultaneously or progressively.

multi-scale testing, inference

Test at multiple scales.

multi-scale vit, computer vision

Process multiple resolutions.

multi-sensor fusion slam, robotics

Combine multiple sensors.

multi-site testing, advanced test & probe

Multi-site testing probes multiple die simultaneously increasing throughput by parallelizing measurements across sites.

multi-skilled operator, quality & reliability

Multi-skilled operators competently perform various tasks enabling flexibility.

multi-source domain adaptation,transfer learning

Adapt from multiple source domains.

multi-stage moderation, ai safety

Multiple checks at different points.

multi-stage retrieval, rag

Multi-stage retrieval progressively filters candidates with increasingly expensive methods.

multi-stakeholder rec, recommendation systems

Multi-stakeholder recommendation optimizes for outcomes benefiting multiple parties including users providers and platforms simultaneously.

multi-stakeholder recommendation,recommender systems

Balance user provider and platform interests.

multi-step etch recipe,etch

Sequential etch steps with different chemistries.

multi-step jailbreak,ai safety

Use multiple steps to gradually bypass restrictions.

multi-step jailbreaks, ai safety

Gradually elicit harmful behavior.

multi-style training, audio & speech

Multi-style training uses diverse acoustic conditions during ASR training for robustness.

multi-target domain adaptation, domain adaptation

Adapt to multiple target domains.

multi-task learning benefits, multi-task learning

Advantages of joint training.

multi-task pre-training, foundation model

Pre-train on multiple objectives simultaneously.

multi-task rl, reinforcement learning advanced

Multi-task reinforcement learning trains single agent on multiple tasks simultaneously leveraging shared structure.

multi-task training, multi-task learning

Train on multiple tasks together.

multi-teacher distillation, model compression

Learn from multiple teacher models.

multi-tenancy in training, infrastructure

Share resources across teams.

multi-token prediction, llm optimization

Multi-token prediction forecasts several future tokens enabling faster generation.

multi-turn conversations, dialogue

Back-and-forth dialogue.

multi-turn dialogue,dialogue

Conversation with multiple back-and-forth exchanges.

multi-vdd design,design

Multiple supply voltages on chip.

multi-view learning, advanced training

Multi-view learning leverages multiple representations or modalities of data to improve model robustness and performance.

multi-view learning, machine learning

Learn from different views of data.

multi-view stereo (mvs),multi-view stereo,mvs,computer vision

Dense reconstruction from multiple views.

multi-vt design, design & verification

Multi-threshold designs mix transistors with different threshold voltages optimizing speed and leakage.

multi-vt design,design

Use transistors with different threshold voltages for power/performance trade-offs.

multi-vt libraries, design

Cell libraries with different thresholds.

multifc, evaluation

Multilingual fact-checking.

multilegalpile, evaluation

Multilingual legal text.

multilingual alignment, nlp

Align representations across languages.

multilingual code-mixing, nlp

Generate with mixed languages.

multilingual embeddings, rag

Multilingual embeddings encode multiple languages in shared semantic space.

multilingual model, llm architecture

Multilingual models handle multiple languages through diverse training data.

multilingual neural mt, nlp

Single model for many language pairs.