There is a lot of work on probabilistic inference. Huge volumes.
But then if you are interested on papers on using probabilistic inference on unstructured information there is a lot less information.
If you are looking for actual implementation reports there isn't much. The most interesting are the previously mentioned Probase paper, The Google Knowledge Graph paper and assorted IBM Watson stuff.
I've just realised that DeepDive is also the Wisci project[1], which is something I've been watching for a while
That Alchemy implementation requires a structured database of information, and doesn't really deal with how to get that.
There is a lot of work on probabilistic inference. Huge volumes.
But then if you are interested on papers on using probabilistic inference on unstructured information there is a lot less information.
If you are looking for actual implementation reports there isn't much. The most interesting are the previously mentioned Probase paper, The Google Knowledge Graph paper and assorted IBM Watson stuff.
I've just realised that DeepDive is also the Wisci project[1], which is something I've been watching for a while
That Alchemy implementation requires a structured database of information, and doesn't really deal with how to get that.
[1] http://i.stanford.edu/hazy/home