Benchmarks & Datasets

Wearables Benchmark Suite

Benchmarks for AI assistants on wearable devices, including WearVQA and WearVox for visual QA and voice assistant evaluation.

CRAG

Comprehensive RAG Benchmark for question answering — used in KDD Cup 2024. Evaluates factual QA across 8 domains with diverse question types.

CRAG-MM

Multi-modal multi-turn extension of CRAG — powers KDD Cup 2025. Covers visual QA, multi-turn dialogue, and complex reasoning.

Extended SWDE Benchmark

Benchmark for knowledge extraction from semi-structured websites, extended from the original SWDE dataset.

DI2KG Benchmark

Benchmark for knowledge integration — entity matching, schema alignment, and knowledge graph completion.

Data Fusion Datasets

Curated datasets for data fusion research: flight, stock, book, restaurant, and weather data with ground truth.

Patents

  1. Similar but Different (SBD): Presenting Item Recommendations in Dynamically Generated Groups with Explanations.
    Andrey Kan, Christos Faloustos, and Xin Dong.
    United States Patent 10,891,676, issued 1/2021.
  2. Providing User-Interactive Graphical Timelines.
    Xin Dong, Tim Althoff, Kevin Murphy, Safa Alai, Van Dang, and Wei Zhang.
    United States Patent 20160313876, issued 10/27/2016.
  3. Method and Apparatus for Exploring and Selecting Data Sources.
    Xin Dong and Divesh Srivastava.
    United States Patent 20130138480, issued 5/30/2013.
  4. Detecting Dependence Between Sources in Truth Discovery.
    Xin Dong, Laure Berti-Equille, Divesh Srivastava.
    United States Patent 8190546, issued 5/29/2012.
  5. Securing Database Content.
    Su Chen, Xin Dong, Laks Lakshmanan, and Divesh Srivastava.
    United States Patent 20120036136, issued 2/9/2012.
  6. Online Data Fusion.
    Xuan Liu, Xin Dong, Ben Chin Ooi, and Divesh Srivastava.
    United States Patent 20130144843, issued 12/5/2011.
  7. Minimal Difference Query and View Matching.
    Raghav Kaushik, Venkatesh Ganti, and Xin Dong.
    United States Patent 7251646, issued 7/31/2007.
  8. Method and Apparatus for Updating XML Views of Relational Data.
    Philip L. Bohannon, Xin Dong, Henry F. Korth, Suryanarayan Perinkulam.
    United States Patent 20050165866, issued 7/28/2005.