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sigmorphon2019

IT-IST's submission to SIGMORPHON 2019 Task 1

sparse-communication

sparse-marginalization-lvm

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

sparse_continuous_distributions

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

sparse_text_generation

sparsefinder

Code for "Predicting Attention Sparsity in Transformers"

sparsefinder-mlm

Code for training and evaluating MLM models for our paper "Predicting Attention Sparsity in Transformers"

spec

The Explanation Game: Towards Prediction Explainability through Sparse Communication

spectra-rationalization

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

speech-continuous-attention

Speech Classification using Continuous Attention Mechanisms

stopes

A library for preparing data for machine translation research (monolingual preprocessing, bitext mining, etc.) built by the FAIR NLLB team.

towerllm-alignment

Code for alignment for the towerllm project.

transformers

🤗 Transformers: State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.

translation-hypothesis-ensembling

translation_llm

tutorial

Web page for our tutorial on latent structure for NLP

tutorial-latent-struct-src

Sources for our slides for the latent structure in NLP tutorial

tvmax

ua_comet

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

uncertainties_mt_eval

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

understanding-spigot

Code for the paper "Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning"

unn

Code for the paper "Modeling Structure with Undirected Neural Networks"

vqa-multimodal-continuous-attention