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The Hong Kong University of Science and Technology (Guangzhou), The Hong Kong University of Science and Technology
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Visual fidelity in web app generation doesn't guarantee functional interaction, as evidenced by a leading model scoring 7.5 on interaction inference while trailing others by over 5x.
CSTrader turns chaotic community-driven discussions into profitable trading strategies, achieving returns that defy traditional market predictions.
SQLConductor achieves a remarkable 73.2% execution accuracy by dynamically adapting SQL orchestration based on real-time feedback and intermediate results.
Transforming raw data into interactive narrative videos, DataMagic bridges the gap between data analysis and storytelling, enhancing how insights are communicated.
TUNEAHEAD can predict fine-tuning performance with remarkable accuracy, potentially saving researchers from costly and ineffective training runs.
As AI agents scale and interact, the Foundation Protocol offers a coordination layer that prioritizes accountability and governance, ensuring that the future of human-AI collaboration remains open and governable.
NL2SQL evaluation has a new champion: ROSE, an intent-centered metric that aligns 24% better with human judgment than existing metrics.
Forget slow, bloated LLMs – this work shows you can get GPT-4o quality on long-document QA with a 3B model and a clever structure-first distillation approach.
Forget vector embeddings: DocSage uses SQL-powered indexing and relational tables to achieve 27% higher accuracy on multi-document question answering.
Stop struggling with SQL dialects: Dial offers a knowledge-grounded approach that boosts NL2SQL accuracy by 10% and feature coverage by 15% across diverse database systems.
LLMs struggle to generate valid and executable ISO-GQL queries, achieving only 4% execution accuracy in zero-shot settings, highlighting a significant gap in their ability to interact with graph databases.