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A survey on large language models for software engineering
Software Engineering (SE) is the systematic design, development, maintenance, and
management of software applications underpinning the digital infrastructure of our modern …
management of software applications underpinning the digital infrastructure of our modern …
Smarter, better, faster, longer: A modern bidirectional encoder for fast, memory efficient, and long context finetuning and inference
Encoder-only transformer models such as BERT offer a great performance-size tradeoff for
retrieval and classification tasks with respect to larger decoder-only models. Despite being …
retrieval and classification tasks with respect to larger decoder-only models. Despite being …
O1 Embedder: Let Retrievers Think Before Action
The growing power of large language models (LLMs) has revolutionized how people access
and utilize information. Notably, the LLMs excel at performing fine-grained data …
and utilize information. Notably, the LLMs excel at performing fine-grained data …
CoRNStack: High-Quality Contrastive Data for Better Code Ranking
Effective code retrieval plays a crucial role in advancing code generation, bug fixing, and
software maintenance, particularly as software systems increase in complexity. While current …
software maintenance, particularly as software systems increase in complexity. While current …
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why?
Recent advancements in Large Language Models (LLMs) have led to their widespread
application in automated code generation. However, these models can still generate …
application in automated code generation. However, these models can still generate …
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking
Effective code retrieval plays a crucial role in advancing code generation, bug fixing, and
software maintenance, particularly as software systems increase in complexity. While current …
software maintenance, particularly as software systems increase in complexity. While current …