AI Factory Glossary

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.

multilingual pre-training, nlp

Pre-train on many languages together.

multimodal bottleneck, multimodal ai

Compress multimodal information.

multimodal chain-of-thought,multimodal ai

Reasoning across modalities.

multimodal fusion strategies, multimodal ai

Combine information from modalities.

multimodal prompting, prompting techniques

Multimodal prompting combines text images or other modalities in input.

multimodal sentiment,multimodal ai

Combine text audio and visual cues.

multimodal transformer av, audio & speech

Multimodal transformers process audio and visual sequences with cross-modal attention mechanisms.

multimodal translation, multimodal ai

Translate between modalities.

multimodal,vision,image,text-image

Multimodal models handle text + images (and sometimes more). They can caption images, answer visual questions, and reason about diagrams or UI.

multinli, evaluation

Multi-genre NLI.

multinomial diffusion, generative models

Diffusion over categorical distributions.

multiple reflow survival, packaging

Withstand repeated heating.

multiple regression, quality & reliability

Multiple regression models response as function of multiple predictors.

multirc, evaluation

Complex reasoning QA.

multirc, evaluation

Multi-Sentence Reading Comprehension requires reasoning over multiple sentences.

multiscale simulation, simulation

Link atomic to continuum scales.

multitask instruction, training techniques

Multitask instruction learning trains on diverse tasks simultaneously improving generalization.

multivariate analysis, data analysis

Analyze multiple variables together.

multivariate analysis, manufacturing operations

Multivariate analysis examines relationships among multiple parameters simultaneously.

multivariate control charts, spc

Monitor multiple variables together.

multivariate outlier, advanced test & probe

Multivariate outlier detection identifies devices with unusual parameter combinations indicating reliability risks.

multivariate tpp, time series models

Multivariate temporal point processes model interdependent event sequences across multiple event types with cross-excitation.

murphy yield model, yield enhancement

Murphy yield model incorporates defect clustering through alpha parameter representing degree of spatial correlation.

muse, multimodal ai

Muse uses masked generative transformers for parallel image generation from text.

museformer, audio & speech

MuseFormer uses fine-coarse hierarchical attention for efficient generation of long music sequences.

musegan, audio & speech

MuseGAN generates multi-track polyphonic music using multiple generators for different instruments.

musenet, audio & speech

MuseNet is a transformer-based model that generates multi-instrument music compositions in various styles using MIDI representations.

music generation,audio

Create original music compositions using AI models.

music generation,audio

Create musical compositions.

music recommendation,recommender systems

Suggest music to users.

music style transfer,audio

Convert music to different styles.

music transcription,audio

Convert audio to sheet music.

music transformer, audio & speech

Music Transformer applies relative positional encoding to transformers enabling generation of long expressive musical sequences.

music vae, audio & speech

Music VAE learns hierarchical latent representations of music enabling interpolation and variation generation.

music,audio generation,synthesis

Audio generation models create music, sound effects from text. MusicGen, AudioCraft for creative applications.

musicgen, audio & speech

MusicGen generates high-quality music from text descriptions using a single-stage transformer language model with efficient audio tokenization.

musiclm,audio

Text-to-music generation model.

mutation testing,software testing

Test quality by introducing mutations.

mutual learning, model compression

Multiple models learn from each other.

mutually exciting, time series models

Mutually exciting point processes model how events of one type trigger events of other types.

muzero, reinforcement learning advanced

MuZero learns a model of the environment's dynamics without requiring knowledge of the true rules by combining tree-based search with learned models.

mvdr beamforming, mvdr, audio & speech

Minimum Variance Distortionless Response beamforming maximizes SNR while preserving target signal.

mvit, video understanding

Hierarchical ViT for video.