Papers6

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#synthetic data generation

User-Oriented Multi-Turn Dialogue Generation with Tool Use at scale

Intermediate

Jungho Cho, Minbyul Jeong et al.Jan 13arXiv

The paper builds a new way to create realistic, long conversations between people and AI that use tools like databases.

#multi-turn dialogue generation#tool use#user simulation

Solar Open Technical Report

Intermediate

Sungrae Park, Sanghoon Kim et al.Jan 11arXiv

Solar Open is a giant bilingual AI (102 billion parameters) that focuses on helping underserved languages like Korean catch up with English-level AI quality.

#Solar Open#Mixture-of-Experts#bilingual LLM

X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests

Intermediate

Jie Wu, Haoling Li et al.Jan 11arXiv

X-Coder shows that models can learn expert-level competitive programming using data that is 100% synthetic—no real contest problems needed.

#competitive programming#synthetic data generation#feature-based synthesis

DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI

Intermediate

Hao Liang, Xiaochen Ma et al.Dec 18arXiv

DataFlow is a building-block system that helps large language models get better data by unifying how we create, clean, check, and organize that data.

#DataFlow#LLM data preparation#operator pipeline

VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs

Intermediate

Avinash Amballa, Yashas Malur Saidutta et al.Dec 12arXiv

VOYAGER is a training-free way to make large language models (LLMs) create data that is truly different, not just slightly reworded.

#VOYAGER#determinantal point process#dataset diversity

M3DR: Towards Universal Multilingual Multimodal Document Retrieval

Intermediate

Adithya S Kolavi, Vyoman JainDec 3arXiv

The paper introduces M3DR, a way for computers to find the right document image no matter which of 22 languages the query or the document uses.

#multilingual retrieval#multimodal retrieval#document image search