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Top repositories

1

entmax

The entmax mapping and its loss, a family of sparse softmax alternatives.
Python
387
star
2

infinite-former

Python
61
star
3

tutorial

Web page for our tutorial on latent structure for NLP
47
star
4

lp-sparsemap

LP-SparseMAP: Differentiable sparse structured prediction in coarse factor graphs
C++
41
star
5

UA_COMET

Repository for "Uncertainty-Aware Machine Translation Evaluation", accepted to Findings of EMNLP 2021.
Python
34
star
6

OpenNMT-APE

Python
33
star
7

sparse-marginalization-lvm

Official PyTorch (Lightning) implementation of the NeurIPS 2020 paper "Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity".
Python
27
star
8

scheduled-sampling-transformers

Code for the paper "Scheduled Sampling for Transformers"
Python
24
star
9

uncertainties_MT_eval

Code and data for the paper "Disentangling Uncertainty in Machine Translation Evaluation", accepted at EMNLP 2022.
Python
22
star
10

mcan-vqa-continuous-attention

Python
21
star
11

sparse_text_generation

Python
19
star
12

hallucinations-in-nmt

17
star
13

sparse_continuous_distributions

This repository provides open-source code for sparse continuous distributions and corresponding Fenchel-Young losses.
Python
15
star
14

robust_MT_evaluation

Repository for "BLEU Meets COMET: Combining Lexical and Neural Metrics Towards Robust Machine Translation Evaluation", accepted at EAMT 2023.
Jupyter Notebook
15
star
15

OpenNMT-entmax

Python
14
star
16

lmt_hallucinations

Shell
13
star
17

qaware-decode

A repository for experiments in quality-aware decoding
Python
13
star
18

qe-evaluation

Evaluation scripts for the 2019 machine translation quality estimation shared task
Python
12
star
19

understanding-spigot

Code for the paper "Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning"
Python
11
star
20

sparse-communication

Jupyter Notebook
11
star
21

entmax-jax

The entmax mapping in JAX
Python
11
star
22

spectra-rationalization

Repository for SPECTRA: Sparse Structured Text Rationalization, accepted at EMNLP 2021 main conference.
Python
9
star
23

explainable-qe-shared-task

IST-Unbabel 2021 Submission for the Quality Estimation Shared Task
Jupyter Notebook
9
star
24

tower-eval

Python
8
star
25

crest

Code for CREST: A Joint Framework for Rationalization and Counterfactual Text Generation, accepted at ACL 2023.
Python
6
star
26

pyturbo

Neural dependency parser with higher-order features
Python
6
star
27

S7

Smoothing and Shrinking the Sparse Seq2Seq Search Space
Python
6
star
28

non-exchangeable-crc

Jupyter Notebook
5
star
29

efficient_kNN_MT

Python
5
star
30

unn

Code for the paper "Modeling Structure with Undirected Neural Networks"
Python
5
star
31

chunk-based_knn-mt

Python
5
star
32

sigmorphon-seq2seq

DeepSPIN's submission to SIGMORPHON 2020
Python
4
star
33

ot-hallucination-detection

Python
4
star
34

spec

The Explanation Game: Towards Prediction Explainability through Sparse Communication
Python
4
star
35

SIGMORPHON2019

IT-IST's submission to SIGMORPHON 2019 Task 1
Python
3
star
36

speech-continuous-attention

Speech Classification using Continuous Attention Mechanisms
Python
3
star
37

tutorial-latent-struct-src

Sources for our slides for the latent structure in NLP tutorial
TeX
3
star
38

translation-hypothesis-ensembling

Shell
3
star
39

translation_llm

Jupyter Notebook
3
star
40

quati

Simple and modular library for document classification and sequence tagging.
Python
2
star
41

TVmax

Python
2
star
42

vqa-multimodal-continuous-attention

Python
2
star
43

deep-spin.github.io

Website of the DeepSPIN ERC project.
HTML
1
star
44

SSHN

Sparse and Structured Hopfield Networks
Python
1
star