Task-Focused Summarization and Question Answering Workshop July 23, 2006, Sydney, Australia 8:30-8:40 welcome and introduction 8:40-9:05 Dimensionality Reduction Aids Term Co-Occurrence Based Multi-Document Summarization Ben Hachey, Gabriel Murray, and David Reiter 9:05-9:30 Challenges in Evaluating Summaries of Short Stories Anna Kazantseva and Stan Szpakowicz 9:30-10:30 invited talk, Scenario-based Question Answering Sanda Harabagiu, Language Computer Corporation Scenario-Based Question Answering When faced with a task described by a complex scenario, users ask questions that are motivated by the need to explore complex relationships. These questions test the capabilities of Q/A systems to (1) tackle complex requests; (2) take into account the scenario context; and (3) enable a coherent dialogue with the user. In this talk I shall describe our experience with Ferret, our interactive Q/A system, within several experiments that involved multiple scenarios and a varied number of users. I shall present the lessons learned and focus on the most challenging problems. 10:30-10:50 coffee 10:50-11:15 Question Pre-Processing in a QA System on Internet Discussion Groups Chuan-Jie Lin and Chun-Hung Cho 11:15-11:40 Situated Question Answering in the Clinical Domain: Selecting the Best Drug Treatment for Diseases Dina Demner-Fushman and Jimmy Lin 11:40-12:05 Contextual Entailment - Using Scenario Knowledge in Question Answering Sanda Harabagiu and Andrew Hickl 12:05-12:30 Automating Help-desk Responses: A Comparative Study of Information-gathering Approaches Ingrid Zukerman and Yuval Marom 12:15-2:00 lunch 2:-2:25 DUC 2005: Evaluation of Question-Focused Summarization Systems Hoa Trang Dang 2:25-3:30 Panel, evaluation programs Hoa Trang Dang (NIST), Noriko Kando (NTCIR), Ed Hovy (USC/ISI) 3:30-4 coffee 4-5:30 Multilingual Summarization Evaluation 2006 4-4:30 presentation of results, John Conroy 4:30-5:10 2 invited presentations from participants (tbd) 5:10-5:30 discussion of Multilingual Summarization