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A comprehensive overview of large language models
Large Language Models (LLMs) have recently demonstrated remarkable capabilities in
natural language processing tasks and beyond. This success of LLMs has led to a large …
natural language processing tasks and beyond. This success of LLMs has led to a large …
A survey of knowledge enhanced pre-trained language models
Pre-trained Language Models (PLMs) which are trained on large text corpus via self-
supervised learning method, have yielded promising performance on various tasks in …
supervised learning method, have yielded promising performance on various tasks in …
NusaCrowd: Open source initiative for Indonesian NLP resources
We present NusaCrowd, a collaborative initiative to collect and unify existing resources for
Indonesian languages, including opening access to previously non-public resources …
Indonesian languages, including opening access to previously non-public resources …
Power hungry processing: Watts driving the cost of ai deployment?
Recent years have seen a surge in the popularity of commercial AI products based on
generative, multi-purpose AI systems promising a unified approach to building machine …
generative, multi-purpose AI systems promising a unified approach to building machine …
Evaluating large language models: A comprehensive survey
Large language models (LLMs) have demonstrated remarkable capabilities across a broad
spectrum of tasks. They have attracted significant attention and been deployed in numerous …
spectrum of tasks. They have attracted significant attention and been deployed in numerous …
Byt5: Towards a token-free future with pre-trained byte-to-byte models
Most widely used pre-trained language models operate on sequences of tokens
corresponding to word or subword units. By comparison, token-free models that operate …
corresponding to word or subword units. By comparison, token-free models that operate …
mT5: A massively multilingual pre-trained text-to-text transformer
The recent" Text-to-Text Transfer Transformer"(T5) leveraged a unified text-to-text format and
scale to attain state-of-the-art results on a wide variety of English-language NLP tasks. In this …
scale to attain state-of-the-art results on a wide variety of English-language NLP tasks. In this …
Klue: Korean language understanding evaluation
We introduce Korean Language Understanding Evaluation (KLUE) benchmark. KLUE is a
collection of 8 Korean natural language understanding (NLU) tasks, including Topic …
collection of 8 Korean natural language understanding (NLU) tasks, including Topic …
Xtreme: A massively multilingual multi-task benchmark for evaluating cross-lingual generalisation
Much recent progress in applications of machine learning models to NLP has been driven
by benchmarks that evaluate models across a wide variety of tasks. However, these broad …
by benchmarks that evaluate models across a wide variety of tasks. However, these broad …
IndicNLPSuite: Monolingual corpora, evaluation benchmarks and pre-trained multilingual language models for Indian languages
In this paper, we introduce NLP resources for 11 major Indian languages from two major
language families. These resources include:(a) large-scale sentence-level monolingual …
language families. These resources include:(a) large-scale sentence-level monolingual …