Open-source alternatives to DiffusionNER

The repository contains the code for the DRAKES method presented in the paper: Fine-Tuning Discrete Diffusion Models via Reward Optimization with Applications to DNA and Protein design (ICLR 2025). DRAKES is a fine-tuning method for reward optimization or alignment in discrete diffusion models,…

Qingyu Lu 1,3 , Liang Ding 2 , Kanjian Zhang 2 , Jinxia Zhang 1 , Dacheng Tao 3

Implimentation of DiffuDetox, based on DiffuSeq.

This is the code for the AAAI 2024 Paper: Text-Guided Molecule Generation with Diffusion Language Model.

This repository contains the code to reproduce the experiments in ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts.

Source code of IPED

The repo contains source codes for ACL 2023 Findings paper DiffuSum: Generation Enhanced Extractive Summarization with Diffusion

🎈 Manuscript is under review since September 15, 2024.

Zhuowei Chen, Yuben Wu, Xinfeng Liao, Yujia Tian, Junyang Zhong, Lianxi Wang\

The implementation of the paper DiffusionRet: Generative Text-Video Retrieval with Diffusion Model.

This project is the official Codebase for DiffusionDialog: A Diffusion Model for Diverse Dialog Generation with Latent Space

We preprocess the training data from [](https://huggingface.co/datasets/castorini/rankzephyrtraining_data), which is a collection of 40k query and ranked documents labeled by GPT-4 and used for the training of RankZephyr. The training data is preprocessed and converted into a format suitable for…

The diffusion part heavily relies on TESS and SSD-LM. We extend our sincere gratitude to the authors for generously sharing the code in advance and for their exceptional work. Please check their remarkable papers as well: 1. TESS: Text-to-Text Self-Conditioned Simplex Diffusion 2. SSD-LM:…

Protein Design with Guided Discrete Diffusion

This is the codebase for the paper Enforcing Paraphrase Generation via Controllable Latent Diffusion.

Official implementation of DiffusionABSA: Let’s Rectify Step by Step: Improving Aspect-based Sentiment Analysis with Diffusion Models

Silin Gao 1 , Mete Ismayilzada 1 , Mengjie Zhao 2 , Hiromi Wakaki 2 , Yuki Mitsufuji 2 , Antoine Bosselut 1

This repo contains the official implementation for the ACL 2023 paper: DiffuEmp: A Conditional Diffusion Language Model with Multi-Grained Control for Empathetic Response Generation

This repository contains the source code to replicate the experimental results in our paper.

This is the official code for the EMNLP Findings paper Dior-CVAE: Pre-trained Language Models and Diffusion Priors for Variational Dialog Generation by Tianyu Yang, Thy Thy Tran, Iryna Gurevych

🔥 LaDiC: A Diffusion-based Image Captioning Model Yuchi Wang Shuhuai Ren Rundong Gao Linli Yao Qingyan Guo Kaikai An Jianhong Bai Xu Sun †

Official implementation of the paper: DiffuTester: Accelerating Unit Test Generation for Diffusion LLMs via Mining Structural Pattern

This repository provides the official PyTorch implementation of our ICML 2025 paper: CFP-Gen: Combinatorial Functional Protein Generation via Diffusion Language Models. CFP-Gen enables de novo protein design by simultaneously conditioning on functional annotations, sequence motifs, and backbone…

ParaGuide :electricplug: :robot: Guided Diffusion Paraphrasers for Plug-and-Play Textual Style Transfer :robot: :electricplug: