\n ## Diagram: Automated Citation Finding Process ### Overview This diagram illustrates a process where a text containing a citation is analyzed, and an automated search is performed to identify the cited paper. The diagram depicts a flow from input text to identified paper. ### Components/Axes The diagram consists of three main components arranged horizontally: 1. **Input Text Block:** A light blue rounded rectangle containing the text to be analyzed. 2. **Robot/Search Process:** A central illustration of a robot sitting at a computer, representing the automated search process. An arrow indicates the flow of information from the text block to the robot. 3. **Output Text Block:** A light blue rounded rectangle displaying the identified paper. An arrow indicates the flow of information from the robot to the output. ### Content Details **Input Text Block:** The text within the first block reads: "ESIM is another high performing model for sentence-pair classification tasks, particularly when used with ELMo embeddings [CITATION]". The word "[CITATION]" is enclosed in square brackets. **Robot/Search Process:** The robot is depicted as a simplified, cartoon-like figure seated at a computer. The robot has a screen displaying a generic computer interface. **Output Text Block:** The text within the third block reads: "After searching, I think the cited paper is: “Deep contextualized word representations”". The paper title is enclosed in double quotes. ### Key Observations The diagram visually represents a simple information retrieval process. The flow is unidirectional, from text input to citation identification. The use of a robot suggests automation. The brackets around "[CITATION]" in the input text indicate that this is the part of the text that triggers the search. ### Interpretation The diagram demonstrates a system for automatically identifying cited papers from text. The process begins with a text containing a citation marker (e.g., "[CITATION]"). This marker triggers a search, presumably using the surrounding text as a query. The search results in the identification of the cited paper, which is then presented as output. The phrase "I think" in the output suggests that the system may not always be certain of the correct citation, indicating a potential for error or ambiguity. The diagram highlights the potential for automation in literature review and citation management. The system appears to rely on keyword-based search, as evidenced by the use of "ELMo embeddings" in the input text and "Deep contextualized word representations" in the output.