BERT and ESG - Artificial Intelligence Zone

Accelerating scope 3 emissions accounting: LLMs to the rescue

IBM Journey to AI blog

MARCH 27, 2024

Figure 1: Framework for estimating Scope3 emissions using large language models We conducted extensive experiments involving several cutting-edge LLMs including roberta-base, bert-base-uncased, and distilroberta-base-climate-f. Additionally, we explored non-foundation classical models based on TF-IDF and Word2Vec vectorization approaches.

ESG

ESG Categorization Large Language Models NLP

Accelerate hyperparameter grid search for sentiment analysis with BERT models using Weights & Biases, Amazon EKS, and TorchElastic

AWS Machine Learning Blog

MARCH 2, 2023

Transformer-based language models such as BERT ( Bidirectional Transformers for Language Understanding ) have the ability to capture words or sentences within a bigger context of data, and allow for the classification of the news sentiment given the current state of the world. The code can be found on the GitHub repo.

BERT

BERT Deep Learning Metadata Auto-complete

Artificial Intelligence Zone

Accelerating scope 3 emissions accounting: LLMs to the rescue

Accelerate hyperparameter grid search for sentiment analysis with BERT models using Weights & Biases, Amazon EKS, and TorchElastic

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