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Dafna Sheinwald

3 accepted papers

2024

Unitxt: Flexible, Shareable and Reusable Data Preparation and Evaluation for Generative AI

NAACL 2024system demonstrations

In the dynamic landscape of generative NLP, traditional text processing pipelines limit research flexibility and reproducibility, as they are tailored to specific dataset, task, and model combinations. The escalating complexity, involving system prompts, model-specific formats, instructions, and mor…

2023

Active Learning for Natural Language Generation

EMNLP 2023long main

The field of Natural Language Generation (NLG) suffers from a severe shortage of labeled data due to the extremely expensive and time-consuming process involved in manual annotation. A natural approach for coping with this problem is active learning (AL), a well-known machine learning technique for…

Cited by 0SourceScholar
2023

nBIIG: A Neural BI Insights Generation System for Table Reporting

AAAI 2023technical

We present nBIIG, a neural Business Intelligence (BI) Insights Generation system. Given a table, our system applies various analyses to create corresponding RDF representations, and then uses a neural model to generate fluent textual insights out of these representations. The generated insights can…

Cited by 1SourcePDFScholar