Promptintern: Saving inference costs by internalizing recurrent prompt during large language model fine-tuning
Recent advances in fine-tuning large language models (LLMs) have greatly enhanced their
usage in domain-specific tasks. Despite the success, fine-tuning continues to rely on …
usage in domain-specific tasks. Despite the success, fine-tuning continues to rely on …
An empirical study of validating synthetic data for formula generation
Large language models (LLMs) can be leveraged to help with writing formulas in
spreadsheets, but resources on these formulas are scarce, impacting both the base …
spreadsheets, but resources on these formulas are scarce, impacting both the base …
Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study
The Natural Language to Visualization (NL2Vis) task aims to transform natural-language
descriptions into visual representations for a grounded table, enabling users to gain insights …
descriptions into visual representations for a grounded table, enabling users to gain insights …
Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
Spreadsheets are widely recognized as the most popular end-user programming tools,
which blend the power of formula-based computation, with an intuitive table-based interface …
which blend the power of formula-based computation, with an intuitive table-based interface …
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning
In this work, we propose Table-LLM-Specialist, or Table-Specialist for short, as a new self-
trained fine-tuning paradigm specifically designed for table tasks. Our insight is that for each …
trained fine-tuning paradigm specifically designed for table tasks. Our insight is that for each …
GUI-WORLD: A Dataset for GUI-oriented Multimodal LLM-based Agents
Recently, Multimodal Large Language Models (MLLMs) have been used as agents to
control keyboard and mouse inputs by directly perceiving the Graphical User Interface (GUI) …
control keyboard and mouse inputs by directly perceiving the Graphical User Interface (GUI) …