SAGE: Semantic Anchor-Guided Evolution for Grounded Medical QA Data Synthesis
SAGE uses MeSH anchors so small local models can synthesize grounded medical QA training data.
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Stories tagged #data-synthesis
Synthesis Through Simulation: Generating Coherent Enterprise Data via Scalable Agent-System Interaction
SAP's STS generates valid enterprise data by having LLM agents call policy-enforcing simulated APIs.
OmniVChat: Synthesizing, Benchmarking, and Training for Native Audio-Visual Dialogue
Researchers introduce OmniVChat, a native audio-visual dialogue task with a synthesis studio, benchmark, and RL reward design that improves Qwen3-Omni-Instruct.
WeVisDoc: From Coverage to Capability for Robust End-to-End Document Parsing
WeVisDoc two-stage data framework yields WeVisDoc-4B parser scoring 95.38 on OmniDocBench v1.6 and ranking first across four end-to-end parsing settings.
A Deep Generative Model for Synthesizing Labeled Wireless Signals
Researchers propose IIns-GAN, a GAN that synthesizes realistic labeled ultra-wideband wireless signals, cutting dataset costs for wireless sensing training.
Multi-Step Tool-Calling over Korean Open Public APIs: A Benchmark and a Data-Synthesis Recipe
Researchers introduce KOPA-Bench, a 145-task Korean public API tool-calling benchmark, and EDGE, an execution-grounded data synthesis method.
Real-World Knowledge-Guided Change Data Synthesis for Remote Sensing
Researchers introduce KnowChange, a framework that uses pretrained vision-language models to synthesize realistic change-detection training data for remote sensing.