Image Segmentation by Iterative Inference from Conditional Score Estimation

Machine learning algorithms for structured inputs and outputs, such as on OCR and voice-to-text data.

Library for morphological inflection of any language.

TensorFlow implementation [ICLR 18] "Learning Approximate Inference Networks for Structured Prediction"

CRF Toolkit based on C#; support ADF (Adaptive stochastic gradient Decent based on Feature-frequency information, ACL 2012)

Smoothed Dilated Convolutions for Improved Dense Prediction

This repo contains the code for the paper Neural Factor Graph Models for Cross-lingual Morphological Tagging.

Attempt in using structured prediction on the OCR dataset

Machine Learning Algorithms and other related practice problems

Code accompanying the paper "Globally Optimal Learning for Structured Elliptical Losses", published at NeurIPS 2019

The Structured Weighted Violation MIRA

Stock Price Change Direction Prediction

Must-read papers for unsupervised structured prediction

Implementation of NeurIPS 20 paper: Latent Template Induction with Gumbel-CRFs

Submission titled Non-neural Structured Prediction for Event Detection from News in Indian Languages for EDNIL 2020 - Event Detection from News in Indian Languages

Code for "An Empirical Investigation of Beam-Aware Training in Supertagging" to appear in EMNLP Findings 2020

Code for the ICML 2021 paper "Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization" by Sang Michael Xie, Tengyu Ma, Percy Liang

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

Python implementation of the supervised graph prediction method proposed in http://arxiv.org/abs/2202.03813 using PyTorch library and POT library (Python Optimal Transport).

SemEval-2022 Shared Task 10: Structured Sentiment Analysis