ALaCarte

A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors

Mimick

Mimicking Word Embeddings using Subword RNNs

CompactReconstruction

Subword-based Compact Reconstruction of Word Embeddings

SIF

A Simple but Tough-to-Beat Baseline for Sentence Embeddings

TF-IDF

Unsupervised Sentence Representations as Word Information Series: Revisiting TF--IDF

P-norm

Concatenated Power Mean Word Embeddings as Universal Cross-Lingual Sentence Representations

DisC

A Compressed Sensing View of Unsupervised Text Embeddings, Bag-of-n-Grams, and LSTMs

GEM

Zero-Training Sentence Embedding via Orthogonal Basis

SWEM

Baseline Needs More Love: On Simple Word-Embedding-Based Modelsand Associated Pooling Mechanisms

VLAWE

Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation

Efficient Sentence Embedding using Discrete Cosine Transform

fse: Gensim add-on for fast sentence embeddings. Supports Mean, Max, SIF, uSIF

Efficient Sentence Embedding via Semantic Subspace Analysis

decaNLP

The Natural Language Decathlon: Multitask Learning as Question Answering

SentEval

SentEval: An Evaluation Toolkit for Universal Sentence Representations

GLUE

GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Exploring Semantic Properties of Sentence Embeddings

Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks

Word Embeddings Benchmarks

How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks

MLDoc

A Corpus for Multilingual Document Classification in Eight Languages

LexNET

Olive Oil Is Made of Olives, Baby Oil Is Made for Babies: Interpreting Noun Compounds Using Paraphrases in a Neural Model

wordvectors.net

Community Evaluation and Exchange of Word Vectors at wordvectors.org

jiant

Looking for ELMo's friends: Sentence-Level Pretraining Beyond Language Modeling

Evaluation of sentence embeddings in downstream and linguistic probing tasks

QVEC

Evaluation of Word Vector Representations by Subspace Alignment

Grammatical Analysis of Pretrained Sentence Encoders with Acceptability Judgments

EQUATE : A Benchmark Evaluation Framework for Quantitative Reasoning in Natural Language Inference

Evaluating Word Embedding Models: Methods andExperimental Results

How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some…

Linguistic Knowledge and Transferability of Contextual Representations

contextual-repr-analysis

LINSPECTOR

Multilingual Probing Tasks for Word Representations

Pitfalls in the Evaluation of Sentence Embeddings

Probing Multilingual Sentence Representations With X-Probe

xprobe

Word Embedding Dimensionality Selection

On the Dimensionality of Word Embedding

Half-Size

Simple and Effective Dimensionality Reduction for Word Embeddings

magnitude

Magnitude: A Fast, Efficient Universal Vector Embedding Utility Package

To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks

Don't Settle for Average, Go for the Max: Fuzzy Sets and Max-Pooled Word Vectors

fuzzymax

The Pupil Has Become the Master: Teacher-Student Model-BasedWord Embedding Distillation with Ensemble Learning

EmbeddingDistillation

Improving Distributional Similarity with Lessons Learned from Word Embeddings

hyperwords

Misspelling Oblivious Word Embeddings

moe

Single Training Dimension Selection for Word Embedding with PCA

Compressing Word Embeddings via Deep Compositional Code Learning

neuralcompressor

UER: An Open-Source Toolkit for Pre-training Models

UER-py

Situating Sentence Embedders with Nearest Neighbor Overlap

German BERT

Cross-lingual Word Vectors Projection Using CCA

Improving Vector Space Word Representations Using Multilingual Correlation

vecmap

A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddings

MUSE

Unsupervised Machine Translation Using Monolingual Corpora Only

CrossLingualELMo

Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing

Comparing Sentence Similarity Methods

The Current Best of Universal Word Embeddings and Sentence Embeddings

On sentence representations, pt. 1: what can you fit into a single #$!%@*&% blog post?

Deep-learning-free Text and Sentence Embedding, Part 1

Deep-learning-free Text and Sentence Embedding, Part 2

An Overview of Sentence Embedding Methods

Word embeddings in 2017: Trends and future directions

A Walkthrough of InferSent – Supervised Learning of Sentence Embeddings

A survey of cross-lingual word embedding models

Introducing state of the art text classification with universal language models

Document Embedding Techniques