Memorize Less; Retrieve More: How small language models can perform specialized tasks.
NLP

Memorize Less; Retrieve More: How small language models can perform specialized tasks.

Large language models are trained only to predict the next word based on previous ones. Yet, given a modest fine-tuning set, they acquire enough information to learn how to perform tasks such as answering questions.

December 14, 20223 min read
Memorize Less; Retrieve More: How small language models can perform specialized tasks.
NLP

Memorize Less; Retrieve More: How small language models can perform specialized tasks.

Large language models are trained only to predict the next word based on previous ones. Yet, given a modest fine-tuning set, they acquire enough information to learn how to perform tasks such as answering questions.

December 14, 20223 min read
More Plausible Text, Familiar Failings: ChatGPT hasn’t overcome the weaknesses of other large language models
NLP

More Plausible Text, Familiar Failings: ChatGPT hasn’t overcome the weaknesses of other large language models

Members of the AI community tested the limits of the ChatGPT chatbot, unleashing an avalanche of tweets that made for sometimes-great, sometimes-troubling entertainment.

December 7, 20223 min read
More Plausible Text, Familiar Failings: ChatGPT hasn’t overcome the weaknesses of other large language models
NLP

More Plausible Text, Familiar Failings: ChatGPT hasn’t overcome the weaknesses of other large language models

Members of the AI community tested the limits of the ChatGPT chatbot, unleashing an avalanche of tweets that made for sometimes-great, sometimes-troubling entertainment.

December 7, 20223 min read
Translating a Mostly Oral Language: How Meta Trained an NLP Model to Translate Hokkein
NLP

Translating a Mostly Oral Language: How Meta Trained an NLP Model to Translate Hokkein

Most speech-to-speech translation systems use text as an intermediate mode. So how do you build an automated translator for a language that has no standard written form? A new approach trained neural networks to translate a primarily oral language.

November 30, 20223 min read
Translating a Mostly Oral Language: How Meta Trained an NLP Model to Translate Hokkein
NLP

Translating a Mostly Oral Language: How Meta Trained an NLP Model to Translate Hokkein

Most speech-to-speech translation systems use text as an intermediate mode. So how do you build an automated translator for a language that has no standard written form? A new approach trained neural networks to translate a primarily oral language.

November 30, 20223 min read
Right-Sizing Models for the Dataset: Finding the Best Data-To-Parameter Ratio for NLP Models
NLP

Right-Sizing Models for the Dataset: Finding the Best Data-To-Parameter Ratio for NLP Models

The route to improving transformer-based language models like GPT-3 and Gopher, which are trained on immense quantities of text scraped from the web, has been to increase their size. But research shows that, given a processing budget, bigger doesn’t necessarily mean better.

November 9, 20222 min read
Right-Sizing Models for the Dataset: Finding the Best Data-To-Parameter Ratio for NLP Models
NLP

Right-Sizing Models for the Dataset: Finding the Best Data-To-Parameter Ratio for NLP Models

The route to improving transformer-based language models like GPT-3 and Gopher, which are trained on immense quantities of text scraped from the web, has been to increase their size. But research shows that, given a processing budget, bigger doesn’t necessarily mean better.

November 9, 20222 min read
When Safety Becomes Surveillance: Colleges Track Students Using AI Designed to Monitor Mental Health
NLP

When Safety Becomes Surveillance: Colleges Track Students Using AI Designed to Monitor Mental Health

United States colleges tracked activists using a natural language processing system intended to monitor their mental health.

November 9, 20222 min read
When Safety Becomes Surveillance: Colleges Track Students Using AI Designed to Monitor Mental Health
NLP

When Safety Becomes Surveillance: Colleges Track Students Using AI Designed to Monitor Mental Health

United States colleges tracked activists using a natural language processing system intended to monitor their mental health.

November 9, 20222 min read
Massively Multilingual Translation: Machine Learning Model Trained to Translate 1,000 Languages
NLP

Massively Multilingual Translation: Machine Learning Model Trained to Translate 1,000 Languages

Recent work showed that models for multilingual machine translation can increase the number of languages they translate by scraping the web for pairs of equivalent sentences in different languages. A new study radically expanded the language repertoire through training on untranslated web text.

November 2, 20223 min read
Massively Multilingual Translation: Machine Learning Model Trained to Translate 1,000 Languages
NLP

Massively Multilingual Translation: Machine Learning Model Trained to Translate 1,000 Languages

Recent work showed that models for multilingual machine translation can increase the number of languages they translate by scraping the web for pairs of equivalent sentences in different languages. A new study radically expanded the language repertoire through training on untranslated web text.

November 2, 20223 min read
Generating Investment: Generative AI Startups Raise Hundreds of Millions in Funding
NLP

Generating Investment: Generative AI Startups Raise Hundreds of Millions in Funding

The generative gold rush is on. Venture capitalists are betting hundreds of millions of dollars on startups that use AI to generate images, text, and more, Wired reported.

November 2, 20222 min read
Generating Investment: Generative AI Startups Raise Hundreds of Millions in Funding
NLP

Generating Investment: Generative AI Startups Raise Hundreds of Millions in Funding

The generative gold rush is on. Venture capitalists are betting hundreds of millions of dollars on startups that use AI to generate images, text, and more, Wired reported.

November 2, 20222 min read
The Net Speaks in Many Tongues: NLP Model Translates 200 Different Languages
NLP

The Net Speaks in Many Tongues: NLP Model Translates 200 Different Languages

Sentence pairs that have equivalent meanings in different languages — typically used to train machine translation systems — have been available in sufficient quantities for only around 100 languages. New work doubled that number and produced a more capable model.

October 19, 20224 min read

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