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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 …
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 …
Sheared llama: Accelerating language model pre-training via structured pruning
The popularity of LLaMA (Touvron et al., 2023a; b) and other recently emerged moderate-
sized large language models (LLMs) highlights the potential of building smaller yet powerful …
sized large language models (LLMs) highlights the potential of building smaller yet powerful …
Agieval: A human-centric benchmark for evaluating foundation models
Evaluating the general abilities of foundation models to tackle human-level tasks is a vital
aspect of their development and application in the pursuit of Artificial General Intelligence …
aspect of their development and application in the pursuit of Artificial General Intelligence …
The refinedweb dataset for falcon llm: Outperforming curated corpora with web data only
Large language models are commonly trained on a mixture of filtered web data and
curated``high-quality''corpora, such as social media conversations, books, or technical …
curated``high-quality''corpora, such as social media conversations, books, or technical …
Making language models better reasoners with step-aware verifier
Few-shot learning is a challenging task that requires language models to generalize from
limited examples. Large language models like GPT-3 and PaLM have made impressive …
limited examples. Large language models like GPT-3 and PaLM have made impressive …
Olmo: Accelerating the science of language models
Language models (LMs) have become ubiquitous in both NLP research and in commercial
product offerings. As their commercial importance has surged, the most powerful models …
product offerings. As their commercial importance has surged, the most powerful models …
Datasets for large language models: A comprehensive survey
This paper embarks on an exploration into the Large Language Model (LLM) datasets,
which play a crucial role in the remarkable advancements of LLMs. The datasets serve as …
which play a crucial role in the remarkable advancements of LLMs. The datasets serve as …
Measuring coding challenge competence with apps
While programming is one of the most broadly applicable skills in modern society, modern
machine learning models still cannot code solutions to basic problems. Despite its …
machine learning models still cannot code solutions to basic problems. Despite its …
Leveraging large language models for multiple choice question answering
While large language models (LLMs) like GPT-3 have achieved impressive results on
multiple choice question answering (MCQA) tasks in the zero, one, and few-shot settings …
multiple choice question answering (MCQA) tasks in the zero, one, and few-shot settings …