NVIDIA

JUNE 7, 2023

It’s almost like a jigsaw puzzle, where pieces are collected and then put together to create the bigger picture. The technique for creating these 3D views is called photogrammetry — the process of capturing images and stitching them together to create a digital model of the physical world. In photogrammetry, each puzzle piece is an image.

Neural Network 93

Neural Network Explainability AI AI 93

Towards AI

JULY 21, 2023

Think of this process as solving a jigsaw puzzle.The bot tries to generate the text with using the bits of data (the puzzle pieces) and tries to make it resemble the pattern of a similar essay (the final pictures), which in this case is an essay on climate change. Generating a text according to the pattern. This is the fun part.

Chatbots 90

Chatbots AI Chatbots AI AI 90

Google Research AI blog

JULY 20, 2023

SCOUTS is motivated by the significant challenge of articulating societal context, and it conducts innovative foundational and applied research to produce structured societal context knowledge and to integrate it into all phases of the AI-related product development lifecycle.

Responsible AI 81

Responsible AI AI AI Algorithm 81

Mlearning.ai

JUNE 20, 2023

We have the original image that is automatically rearranged into an unsolved jigsaw puzzle, and we have the ground truth patch order. We can now automatically rearrange those partitions and have a machine-learning model (let’s just stick to a Neural Network) learn to predict the right order of those patches. We have everything that we need!

Neural Network 52

Neural Network Machine Learning Large Language Models ML 52

Marktechpost

DECEMBER 11, 2023

This encompasses flips, rotations, and more intricate permutations, like creating jigsaw puzzles with multiple solutions, known as “polymorphic jigsaws.” Whether flips, rotations, or polymorphic jigsaws, this method offers a versatile tool for crafting illusions that captivate and challenge our visual understanding.

Machine Learning 52

Machine Learning AI Researcher AI Research ML 52

BAIR

MARCH 21, 2024

How $x$T Tries to Fix This Imagine trying to solve a massive jigsaw puzzle. Most current methods force a choice between losing sight of the forest or missing the trees, and neither option is great.

Computer Vision 330

Computer Vision 330

BAIR

MARCH 21, 2024

How $x$T Tries to Fix This Imagine trying to solve a massive jigsaw puzzle. Most current methods force a choice between losing sight of the forest or missing the trees, and neither option is great.

Computer Vision 100

Computer Vision 100

AWS Machine Learning Blog

NOVEMBER 30, 2023

As toxicity detector, we provide UnitaryAI Detoxify-unbiased that is a multilabel text classifier trained on Toxic Comment Classification Challenge and Jigsaw Unintended Bias in Toxicity Classification.

Large Language Models 88

Large Language Models LLM Algorithm Responsible AI 88

Allen AI

AUGUST 18, 2023

We also remove content that is detected to be harmful or obscene by fasttext classifiers trained on the Jigsaw dataset. In practice: We detect and mask email addresses, phone numbers, and IP addresses. We chose a very high threshold (>60% likelihood of being harmful or obscene content) to avoid accidentally removing informal content.

Auto-complete 98

Auto-complete Large Language Models NLP Explainability 98

TheSequence

FEBRUARY 23, 2024

Datasets that reflected common tasks in industry include content moderation (Jigsaw), SQL generation (WikiSQL), and sentiment analysis (SST2). Methodology Dataset Selection We selected our datasets from ones that were widely available and either commonly used in benchmarking or as a proxy for industry tasks.

Large Language Models 52

Large Language Models LLM OpenAI ChatGPT 52

AWS Machine Learning Blog

AUGUST 7, 2023

Augmented the training data and added a subset of a third-party-labeled toxic text dataset from a public Kaggle competition ( Jigsaw Toxicity ) to the original 100 samples received from the customer. Only if the first model predicts the text as toxic does it get passed to the second model.

Large Language Models 75

Large Language Models LLM BERT ML 75