This week, I accomplished three main tasks. First, I found a story dataset for the templates: a collection of 177 of Aesop’s Fables. All these stories are about 5-7 sentences long, so they fit our desired template length and will be the only story dataset we will use throughout the project. Second, I downloaded the the NLTK package for part of speech tagging and synonym detection\/recall as well as FitBERT (fill in the blank BERT), and I researched how to use both tools and their capabilities and limitations.<\/p>\n
Once I had all these resources, I designed the machine learning model (shown above). I also created an example template to fit this model:<\/p>\n
| Original<\/span><\/td>\n | Template<\/span><\/td>\n<\/tr>\n| A Nightingale sitting on the top of an oak, singing her evening song, was spied by a hungry Hawk, who swooped down and seized her. The frightened Nightingale prayed the Hawk to let her go.<\/span><\/p>\n | \u201cIf you are hungry,\u201d said she, \u201cwhy not catch some large bird? I am not big enough for even a luncheon.\u201d<\/span><\/p>\n \u201cDo you happen to see many large birds flying about?\u201d said the Hawk. \u201cYou are the only bird I have seen to-day, and I should be foolish indeed to let you go for the sake of larger birds that are not in sight. A morsel is better than nothing.\u201d<\/span><\/td>\n A Nightingale sitting on the top of an **USER-NOUN** , singing her **fitBERT-Random** song, was spied by a Hawk that was **USER-ADJ**, who swooped down and seized her.\u00a0<\/span><\/p>\n | \u201cIf you are hungry,\u201d said the Nightingale, \u201cwhy not catch some **USER** bird? I am not<\/span><\/p>\n **fitBERT-syn** enough for even a luncheon.\u201d<\/span><\/p>\n \u201cDo you happen to see many **fitBERT-Syn** birds **USER-VERB** about?\u201d said the Hawk.<\/span><\/p>\n \u201cYou are the only bird I have seen today, and if I let you go for the sake of\u00a0 **fitBERT-syn** birds that are not in sight, I would be **USER-ADJ**. A **fitBERT-ant** bird is better than nothing.\u201d<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n I have added the details of this model to our design report (not yet finished).<\/p>\n I am on par with the planned schedule. Now that I have all the resources, I can start working on part of speech tagging for the user input and for template generation. Next week, I hope to have two or three example templates complete with parts of speech identified for any user or fitBERT inputs. I also hope to finish the machine learning part of the design presentation.<\/p>\n <\/p>\n <\/p>\n","protected":false},"excerpt":{"rendered":" This week, I accomplished three main tasks. First, I found a story dataset for the templates: a collection of 177 of Aesop’s Fables. All these stories are about 5-7 sentences long, so they fit our desired template length and will be the only story dataset …<\/a><\/p>\n","protected":false},"author":249,"featured_media":54,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/posts\/50"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/users\/249"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/comments?post=50"}],"version-history":[{"count":2,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/posts\/50\/revisions"}],"predecessor-version":[{"id":89,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/posts\/50\/revisions\/89"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/media\/54"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/media?parent=50"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/categories?post=50"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamb0\/wp-json\/wp\/v2\/tags?post=50"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}} |