Towards AI

OCTOBER 31, 2024

Image Credits: Pixabay Although AI is often in the spotlight, the focus on strong data foundations and effective data strategies is often overlooked. Flipping the paradigm: Using AI to enhance data quality What if we could change the way we think about data quality? Clean data through GenAI!

Data Quality 122

Data Quality Data Scarcity Automation Natural Language Processing 122

Marktechpost

AUGUST 5, 2024

There has been a lot of buzz about machine-assisted autonomous interpretation in natural language processing (NLP). They use a three-stage training methodology—pretraining, ongoing training, and fine-tuning—to tackle the data scarcity of the SiST job. It is possible to train the model to skip extra steps in the future.

Data Scarcity 119

Data Scarcity LLM Natural Language Processing NLP 119

deepsense.ai

FEBRUARY 6, 2024

The entire process can be further automated incorporating automatic image tagging using modules like RAM or Tag2Text. SegGPT Many successful approaches from NLP are now being translated into computer vision. Comparison of few-shot inference between NLP and CV. Note that we still have to provide textual description.

Prompt Engineer 105

Prompt Engineer Prompt Engineering NLP Computer Vision 105

Pickl AI

OCTOBER 9, 2024

Small Language Models (SLMs) are a subset of AI models specifically tailored for Natural Language Processing (NLP) tasks. Customer Service Automation SLMs power chatbots that handle customer inquiries efficiently, providing quick responses based on specific queries. What Are Small Language Models (SLMs)?

Natural Language Processing 52

Natural Language Processing Data Scarcity Large Language Models AI 52

Bitext

OCTOBER 6, 2022

Recognize a user´s intent in any chatbot platform: Dialogflow, MS-LUIS, RASA… Enjoy 90% accuracy, guaranteed by SLA Machine Learning is one of the most common use cases for Synthetic Data today, mainly in images or videos. Bitext has solutions for your current bot and for your new bot.

Data Scarcity 52

Data Scarcity Chatbots Explainability Machine Learning 52

Allen AI

DECEMBER 4, 2023

FACTSCORE can either be based on human evaluation, or be automated, which allows evaluation of a large set of LMs with no human efforts. FACTSCORE allows a more fine-grained evaluation of factual precision, e.g., in the figure, the top model gets a score of 66.7% and the bottom model gets 10.0%, whereas prior work would assign 0.0

Natural Language Processing 52

Natural Language Processing Large Language Models Data Scarcity LLM 52

Viso.ai

DECEMBER 18, 2023

Instead of relying on organic events, we generate this data through computer simulations or generative models. Synthetic data can augment existing datasets, create new datasets, or simulate unique scenarios. Specifically, it solves two key problems: data scarcity and privacy concerns.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52