Have a look at this research paper - Accurate Information Extraction from Research Papers using Conditional Random Fields
You might want to use an open-source package like Stanford NER to get started on CRFs.
Or perhaps, you could try importing them (the research papers) to Mendeley. Apparently, it should extract the necessary information for you.
Hope this helps.