MeltingPotQA: Multi-hop question answering Nathan Dass, Saelig Khattar, Ankit Mathur Printing: This poster is 48” wide by 36” high. It’s designed to be printed on a large PROBLEM APPROACH: RELEVANT PARAGRAPHS ANALYSIS format printer.

• Reading comprehension requires model innovations • Document Embeddings (doc2vec) Preprocessing • Averaging • Before: Greisen – –OOV– – Kuzmin limit – • Baseline model is designed to work on single context • Per-word paragraph embeddings OOV– The Greisen – –OOV– – Kuzmin limit( GZK Customizing the Content: limit ) is a theoretical upper limit on the document, with no methodology to focus on more relevant • Supervised Document Embeddings energy of cosmic rays (high energy charged The placeholders in this documents • Other improvements to the baseline model particles from space ) coming from " distant formatted for you. • Hypothesis: understanding which documents are more " sources .–OOV– The limit is , or about 8 – likely to be relevant to a question will guide the model in OOV– joules . placeholders to add text, or click an the right direction • After: