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[PDF][PDF] Language model behavior: A comprehensive survey
Transformer language models have received widespread public attention, yet their
generated text is often surprising even to NLP researchers. In this survey, we discuss over …
generated text is often surprising even to NLP researchers. In this survey, we discuss over …
A survey on fairness in large language models
Large Language Models (LLMs) have shown powerful performance and development
prospects and are widely deployed in the real world. However, LLMs can capture social …
prospects and are widely deployed in the real world. However, LLMs can capture social …
Efficient methods for natural language processing: A survey
Recent work in natural language processing (NLP) has yielded appealing results from
scaling model parameters and training data; however, using only scale to improve …
scaling model parameters and training data; however, using only scale to improve …
A survey of text classification with transformers: How wide? how large? how long? how accurate? how expensive? how safe?
Text classification in natural language processing (NLP) is evolving rapidly, particularly with
the surge in transformer-based models, including large language models (LLM). This paper …
the surge in transformer-based models, including large language models (LLM). This paper …
A survey on gender bias in natural language processing
Language can be used as a means of reproducing and enforcing harmful stereotypes and
biases and has been analysed as such in numerous research. In this paper, we present a …
biases and has been analysed as such in numerous research. In this paper, we present a …
Upstream mitigation is not all you need: Testing the bias transfer hypothesis in pre-trained language models
A few large, homogenous, pre-trained models undergird many machine learning systems—
and often, these models contain harmful stereotypes learned from the internet. We …
and often, these models contain harmful stereotypes learned from the internet. We …
Theories of “gender” in nlp bias research
The rise of concern around Natural Language Processing (NLP) technologies containing
and perpetuating social biases has led to a rich and rapidly growing area of research …
and perpetuating social biases has led to a rich and rapidly growing area of research …
Prompt text classifications with transformer models! An exemplary introduction to prompt-based learning with large language models
This study investigates the potential of automated classification using prompt-based learning
approaches with transformer models (large language models trained in an unsupervised …
approaches with transformer models (large language models trained in an unsupervised …
[PDF][PDF] Bias and fairness in large language models: A survey
Rapid advancements of large language models (LLMs) have enabled the processing,
understanding, and generation of human-like text, with increasing integration into systems …
understanding, and generation of human-like text, with increasing integration into systems …
[HTML][HTML] From turing to transformers: A comprehensive review and tutorial on the evolution and applications of generative transformer models
In recent years, generative transformers have become increasingly prevalent in the field of
artificial intelligence, especially within the scope of natural language processing. This paper …
artificial intelligence, especially within the scope of natural language processing. This paper …