carolinlawrence

dolt

Dolt – Git for Data

sentence-transformers

Multilingual Sentence & Image Embeddings with BERT

graph-based-deep-learning-literature

links to conference publications in graph-based deep learning

lit

The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.

benchmarking-gnns

Repository for benchmarking graph neural networks

AmpliGraph

Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

reformer-pytorch

Reformer, the efficient Transformer, in Pytorch

checklist

Beyond Accuracy: Behavioral Testing of NLP models with CheckList

ogb

Benchmark datasets, data loaders, and evaluators for graph machine learning

performer-pytorch

An implementation of Performer, a linear attention-based transformer, in Pytorch

tcav

Code for the TCAV ML interpretability project

ExplainaBoard

Interpretable Evaluation for AI Systems

interpretability-literature

datasets_knowledge_embedding

Datasets for Knowledge Graph Completion with textual information about the entities

knowledge-graph-embeddings

Implementations of Embedding-based methods for Knowledge Base Completion tasks

DeepSequence

A generative latent variable model for biological sequence families.

awesome-danish

A curated list of awesome resources for Danish language technology

datasets-knowledge-embedding

📝 A collection of common datasets used in knowledge embedding

OpenBioLink

OpenBioLink is a resource and evaluation framework for evaluating link prediction models on heterogeneous biomedical graph data.

commonsense-kg-completion

wiki-atomic-edits

A dataset of atomic wikipedia edits containing insertions and deletions of a contiguous chunk of text in a sentence. This dataset contains ~43 million edits across 8 languages.

KGDatasets

There‘re experimental data sets over knowledge graph which are all well-known and popular and even comprehensive. We now sort out 9 data sets(WN18, WN18RR,FB15k,FB15k-237,YAGA3-10,Countries,Kinship,Nations,UMLS), and we'll show many more other data if there 's necessary!

xai-benchmark

A Diagnostic Study of Explainability Techniques for Text Classification

inferbeddings

Injecting Background Knowledge in Neural Models via Adversarial Set Regularisation

VIBI

Explaining a black-box using Deep Variational Information Bottleneck Approach

EntityDescriptionGeneration

criage

Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications

st_tau

This repository contains code for the paper "Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs" (Wang, Lawrence & Niepert, ICLR 2021).

KGEval

A framework for evaluating Knowledge Graph Embedding Models in a fine-grained manner.

InferenceAttack

Code repository for ACL-IJCNLP 2021 paper 'Poisoning Knowledge Graph Embeddings via Relation Inference Patterns'