Martha Lewis
9 papers · 2013–2025 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (20) π£ Hot Topic Early Bird π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Bronze
π
Conference Pioneer
β
The Questioner
Top co-authors
Research topics
Machine Learning
(6)
Deep Learning
(5)
Artificial Intelligence
(4)
Core Methods
(4)
Natural Language Processing
(3)
Core AI
(3)
Architectures
(2)
Learning Types Β· Deep Learning
(2)
Optimization & Theory
(2)
Resources & Methods
(2)
Understanding
(2)
Healthcare & Medicine
(1)
Clinical
(1)
Learning Paradigms
(1)
Learning Types Β· Machine Learning
(1)
Keywords
vision-language model
(2)
natural language processing
(2)
representation learning
(2)
word sense disambiguation
(1)
lexical ambiguity
(1)
paraphrase generation
(1)
deep learning
(1)
compositional generalization
(1)
density matrices
(1)
distributional semantics
(1)
diffusion model
(1)
systematic generalization
(1)
mechanistic interpretability
(1)
word embedding
(1)
canonical correlation
(1)
generalized zero-shot learning
(1)
metaphor identification
(1)
joint model
(1)
analogical reasoning
(1)
neural language model
(1)
Papers
Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey
ACL 2025
Evaluating Compositional Generalisation in VLMs and Diffusion Models
EMNLP 2025
Quantifying Compositionality of Classic and State-of-the-Art Embeddings
EMNLP 2025
Does CLIP Bind Concepts? Probing Compositionality in Large Image Models
EACL 2024
Metaphor Understanding Challenge Dataset for LLMs
ACL 2024
Recent advances in neural metaphor processing: A linguistic, cognitive and social perspective
NAACL 2021
Modelling Lexical Ambiguity with Density Matrices
CoNLL 2020
Modelling the interplay of metaphor and emotion through multitask learning
EMNLP 2019
Concept Generation in Language Evolution
IJCAI 2013