Philgoo Han writeup of Poon and Domingos

This is a review of Poon_2007_joint_inference_in_information_extraction by user:Ironfoot.

• Joint Inference
  • Previous works seperate segmentation and entity resolution
  • Use of Markov logic
    • I don't understand what the nature of Markov Logic is. Need more detail.
  • MC-SAT inference (approximation)
  • Seperate learning rate
  • Easy resolution case helps hard segmentation case

• Modularizing makes things more organized and easy to manage, however, usually on the trade-off of efficiency.
  • There should be a famous saying similar