## Document Understanding: Question Answering with Context ### Overview The image depicts a question-answering scenario where a model is given a document ("Les Miserables"), a user prompt related to a drawing, and the model's output. The model correctly identifies the page number in the document that corresponds to the event depicted in the drawing. ### Components/Axes * **Long context:** * Title: Long context * Content: * File: les_miserables.pdf * Les Miserables by Victor Hugo: * PREFACE * So long as there shall exist, by virtue of law and custom, decrees of damnation pronounced by society, artificially creating hells amid the civilization of earth, and adding the element of human fate to divine destiny... * Parsed PDF les_miserables.pdf * 1382 pages, 732162 tokens * **User prompt:** * Title: User prompt * Content: * Look at the event in this drawing. What page is this on? * A simple drawing of two stick figures, one appearing surprised or scared, and the other holding two candlesticks with yellow flames. * **Model output:** * Title: Model output * Content: * This is on page 119 * Page 119 * ... * "My friend," resumed the Bishop, "before you go, here are your candlesticks. Take them." * He stepped to the chimney-piece, took the two silver candlesticks, and brought them to Jean Valjean. The two women looked on without uttering a word, without a gesture, without a look which could disconcert the Bishop. * The phrase "took the two silver candlesticks" is highlighted in yellow. ### Detailed Analysis or Content Details * **Long context:** The "Long context" section provides information about the document being used as context. It includes the file name, author, a snippet from the preface, and statistics about the document (1382 pages, 732162 tokens). * **User prompt:** The "User prompt" section contains the question posed to the model, which is to identify the page number in the document that corresponds to the event depicted in the drawing. The drawing shows a stick figure looking surprised and another stick figure holding two candlesticks. * **Model output:** The "Model output" section shows the model's response to the user prompt. The model correctly identifies that the event in the drawing occurs on page 119 of the document. The output also includes a snippet of text from page 119, which describes the Bishop giving Jean Valjean the candlesticks. The phrase "took the two silver candlesticks" is highlighted, indicating that this is the part of the text that the model used to answer the question. ### Key Observations * The model is able to understand the user prompt, which includes a drawing, and relate it to the content of the document. * The model is able to identify the correct page number in the document that corresponds to the event depicted in the drawing. * The model is able to extract relevant information from the document to support its answer. ### Interpretation The image demonstrates the ability of a question-answering model to use a document as context to answer questions about a drawing. The model is able to understand the user prompt, relate it to the content of the document, and extract relevant information to support its answer. This suggests that the model has a good understanding of both visual and textual information, and is able to reason about the relationship between them. The highlighting of "took the two silver candlesticks" shows the model's reasoning process and the specific text it used to arrive at the answer. ```