Petr Babkin
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View article: The Oracle Has Spoken: A Multi-Aspect Evaluation of Dialogue in Pythia
The Oracle Has Spoken: A Multi-Aspect Evaluation of Dialogue in Pythia Open
Dialogue is one of the landmark abilities of large language models (LLMs). Despite its ubiquity, few studies actually distinguish specific ingredients underpinning dialogue behavior emerging during post-training. We employ a comprehensive …
View article: Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs
Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs Open
Large Language Models (LLMs) show promising performance on various programming tasks, including Automatic Program Repair (APR). However, most approaches to LLM-based APR are limited to the static analysis of the programs, while disregardin…
View article: BuDDIE: A Business Document Dataset for Multi-task Information Extraction
BuDDIE: A Business Document Dataset for Multi-task Information Extraction Open
The field of visually rich document understanding (VRDU) aims to solve a multitude of well-researched NLP tasks in a multi-modal domain. Several datasets exist for research on specific tasks of VRDU such as document classification (DC), ke…
View article: DocLLM: A layout-aware generative language model for multimodal document understanding
DocLLM: A layout-aware generative language model for multimodal document understanding Open
Enterprise documents such as forms, invoices, receipts, reports, contracts, and other similar records, often carry rich semantics at the intersection of textual and spatial modalities. The visual cues offered by their complex layouts play …
View article: How Effective Are Neural Networks for Fixing Security Vulnerabilities
How Effective Are Neural Networks for Fixing Security Vulnerabilities Open
Security vulnerability repair is a difficult task that is in dire need of\nautomation. Two groups of techniques have shown promise: (1) large code\nlanguage models (LLMs) that have been pre-trained on source code for tasks such\nas code co…
View article: AI for automated code updates
AI for automated code updates Open
Most modern code bases extensively rely on external libraries to provide robust functionality out of the box. When these libraries are updated they can sometimes introduce breaking changes in the process, which require extensive developer …