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Papers
iBERT: Interpretable Embeddings via Sense Decomposition
EACL 2026
A General Framework for Producing Interpretable Semantic Text Embeddings
ICLR 2025
Latent Space Interpretation for Stylistic Analysis and Explainable Authorship Attribution
COLING 2025
LDIR: Low-Dimensional Dense and Interpretable Text Embeddings with Relative Representations
ACL 2025
Crafting Interpretable Embeddings for Language Neuroscience by Asking LLMs Questions
NeurIPS 2024
Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP
EMNLP 2024
Augment to Interpret: Unsupervised and Inherently Interpretable Graph Embeddings
ACML 2023
Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations
EMNLP 2023
Learning Interpretable Style Embeddings via Prompting LLMs
EMNLP 2023
Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models
EMNLP 2023
Interpreting Emoji with Emoji
NAACL 2022
Manifold Coordinates with Physical Meaning
JMLR 2022
SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings
EMNLP 2022
Changing the Basis of Contextual Representations with Explicit Semantics
ACL 2021
Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes Analysis
NAACL 2021
Interpretable Embedding Procedure Knowledge Transfer via Stacked Principal Component Analysis and Graph Neural Network
AAAI 2021
Interpretable Entity Representations through Large-Scale Typing
EMNLP 2020
SLICE: Supersense-based Lightweight Interpretable Contextual Embeddings
COLING 2020