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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 …
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 …
Text-to-sql empowered by large language models: A benchmark evaluation
Large language models (LLMs) have emerged as a new paradigm for Text-to-SQL task.
However, the absence of a systematical benchmark inhibits the development of designing …
However, the absence of a systematical benchmark inhibits the development of designing …
Qwen2. 5-coder technical report
In this report, we introduce the Qwen2. 5-Coder series, a significant upgrade from its
predecessor, CodeQwen1. 5. This series includes six models: Qwen2. 5-Coder-(0.5 B/1.5 …
predecessor, CodeQwen1. 5. This series includes six models: Qwen2. 5-Coder-(0.5 B/1.5 …
GPTEval: A survey on assessments of ChatGPT and GPT-4
The emergence of ChatGPT has generated much speculation in the press about its potential
to disrupt social and economic systems. Its astonishing language ability has aroused strong …
to disrupt social and economic systems. Its astonishing language ability has aroused strong …
A survey of large language models for code: Evolution, benchmarking, and future trends
General large language models (LLMs), represented by ChatGPT, have demonstrated
significant potential in tasks such as code generation in software engineering. This has led …
significant potential in tasks such as code generation in software engineering. This has led …
Domain specialization as the key to make large language models disruptive: A comprehensive survey
Large language models (LLMs) have significantly advanced the field of natural language
processing (NLP), providing a highly useful, task-agnostic foundation for a wide range of …
processing (NLP), providing a highly useful, task-agnostic foundation for a wide range of …
Sql-palm: Improved large language model adaptation for text-to-sql (extended)
Text-to-SQL, the process of translating natural language into Structured Query Language
(SQL), represents a transformative application of large language models (LLMs), potentially …
(SQL), represents a transformative application of large language models (LLMs), potentially …
Universal self-consistency for large language model generation
Self-consistency with chain-of-thought prompting (CoT) has demonstrated remarkable
performance gains on various challenging tasks, by utilizing multiple reasoning paths …
performance gains on various challenging tasks, by utilizing multiple reasoning paths …
Metatool benchmark for large language models: Deciding whether to use tools and which to use
Large language models (LLMs) have garnered significant attention due to their impressive
natural language processing (NLP) capabilities. Recently, many studies have focused on …
natural language processing (NLP) capabilities. Recently, many studies have focused on …