CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and Augmentation

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CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and Augmentation

3 September 2024

Abdullatif Köksal

Desmond Elliott

Hinrich Schütze

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)

Papers citing "CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and Augmentation"

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Title
AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs Xiaopeng Ke Hexuan Deng Xuebo Liu Jun Rao Zhenxi Song Jun-chen Yu Min Zhang SyDa 211 1 0 24 Jul 2025
Learning from Reasoning Failures via Synthetic Data Generation Gabriela Ben-Melech Stan Estelle Aflalo Avinash Madasu Vasudev Lal Phillip Howard SyDa LRM 321 0 0 20 Apr 2025
ELTEX: A Framework for Domain-Driven Synthetic Data Generation Arina Razmyslovich Kseniia Murasheva Sofia Sedlova Julien Capitaine Eugene Dmitriev SyDa 257 0 0 19 Mar 2025
ImageChain: Advancing Sequential Image-to-Text Reasoning in Multimodal Large Language Models Danae Sánchez Villegas Ingo Ziegler Desmond Elliott LRM 306 4 0 26 Feb 2025
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources A. Lupidi Carlos Gemmell Nicola Cancedda Jane Dwivedi-Yu Jason Weston Jakob Foerster Roberta Raileanu Maria Lomeli SyDa 393 21 0 12 Sep 2024
LongForm: Effective Instruction Tuning with Reverse InstructionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Abdullatif Köksal Timo Schick Anna Korhonen Hinrich Schütze SyDa ALM 231 47 0 17 Apr 2023