PaddleNLP

PaddlePaddle/PaddleNLP ACL ARR January 2022

Easy-to-use and Fast NLP library with awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications.

Few-Shot Learning Link Prediction +2

3,416
1.23 stars / hour

A Lightweight Instrument-Agnostic Model for Polyphonic Note Transcription and Multipitch Estimation

spotify/basic-pitch 18 Mar 2022

Despite its simplicity, benchmark results show our system's note estimation to be substantially better than a comparable baseline, and its frame-level accuracy to be only marginally below those of specialized state-of-the-art AMT systems.

Event Detection Frame +1

87
0.85 stars / hour

OPT: Open Pre-trained Transformer Language Models

facebookresearch/metaseq 2 May 2022

Large language models, which are often trained for hundreds of thousands of compute days, have shown remarkable capabilities for zero- and few-shot learning.

Hate Speech Detection Language Modelling +1

2,856
0.78 stars / hour

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

r-three/t-few 11 May 2022

ICL incurs substantial computational, memory, and storage costs because it involves processing all of the training examples every time a prediction is made.

Few-Shot Text Classification

80
0.55 stars / hour

DualDis: Dual-Branch Disentangling with Adversarial Learning

ThomasRobertFr/deep-learning-figures 3 Jun 2019

To effectively separate the information, we propose to use a combination of regular and adversarial classifiers to guide the two branches in specializing for class and attribute information respectively.

Data Augmentation Image Manipulation +1

54
0.48 stars / hour

Goal-Guided Neural Cellular Automata: Learning to Control Self-Organising Systems

shyamsn97/controllable-ncas 25 Apr 2022

Inspired by cellular growth and self-organization, Neural Cellular Automata (NCAs) have been capable of "growing" artificial cells into images, 3D structures, and even functional machines.

12
0.46 stars / hour

A Unified Framework for Implicit Sinkhorn Differentiation

marvin-eisenberger/implicit-sinkhorn 13 May 2022

The Sinkhorn operator has recently experienced a surge of popularity in computer vision and related fields.

14
0.42 stars / hour

GLU Variants Improve Transformer

BlinkDL/RWKV-LM 12 Feb 2020

Gated Linear Units (arXiv:1612. 08083) consist of the component-wise product of two linear projections, one of which is first passed through a sigmoid function.

330
0.37 stars / hour

Thin-Plate Spline Motion Model for Image Animation

yoyo-nb/thin-plate-spline-motion-model 27 Mar 2022

Firstly, we propose thin-plate spline motion estimation to produce a more flexible optical flow, which warps the feature maps of the source image to the feature domain of the driving image.

Image Animation Motion Estimation +1

340
0.37 stars / hour

Surface Representation for Point Clouds

hancyran/RepSurf 11 May 2022

Based on a simple baseline of PointNet++ (SSG version), Umbrella RepSurf surpasses the previous state-of-the-art by a large margin for classification, segmentation and detection on various benchmarks in terms of performance and efficiency.

3D Object Detection 3D Point Cloud Classification +2

37
0.36 stars / hour