Call for Workshop Papers Second International Workshop on Scalable Natural Language Understanding ScaNaLU 2004 May 6, 2004, following HLT/NAACL, Boston, MA http://www.eml-development.de/SCANALU2004 There is a growing need for systems that can understand and generate natural language in applications that require substantial amounts of knowledge as well as reasoning capabilities. Most current implemented systems for natural language understanding (NLU) are decoupled from any reasoning processes, which makes them narrow and brittle. Furthermore, they do not appear to be scalable in the sense that the techniques used in such systems do not appear to generalize to more complex applications. While significant work has been done in developing theoretical underpinnings of systems that use knowledge and reasoning (e.g., development of models of linguistic interpretation using abductive reasoning, intention recognition, formal models of dialogue, formal models of lexical and utterance meaning, and utterance planning), it has often proved difficult to utilize such theories in robust working systems. Another major barrier has been the vast amount of linguistic and world knowledge needed. But there is now significant progress in compiling the required knowledge, using manual, statistical and hybrid techniques. But even as these resources become available, we still lack some key conceptual and computational frameworks that will form the foundation for effective scalable natural language systems. There are many applications that would be enabled or benefit greatly from scalable language systems, including, the design of smart user interfaces that act more as a personal assistant than a computer, intelligent tutoring systems that can fully engage the student in responsive interaction, machine translation systems, text and message understanding, and natural language interfaces to knowledge management systems that move beyond data based queries to enable planning, situational analysis, and other cognitive capabilities FORMAT FOR SUBMISSION: The format and length requirements will be the same as for full papers of NAACL/HLT 2004, except that submission will not be blind. See http://www1.cs.columbia.edu/~pablo/hlt-naacl04/callpapers.html for details. SUBMISSION PROCEDURE: Papers should be sent to scanalu2004@eml-d.villa-bosch.de. The paper should be an attachment in PDF format and the heading on the email should read "PAPER SUBMISSION". Notification of acceptance or rejection will be sent to the originating email address. LANGUAGE: all papers must be written and presented in English IMPORTANT DATES: Papers due: January 21, 2004 Acceptance/rejection notification: February 21, 2004 Final version due: March 8, 2004 Conference: May 6, 2004 ORGANIZING COMMITTEE: James Allen, Rochester Jerry Feldman, Berkeley Rainer Malaka, Heidelberg Johanna Moore, Edinburgh Robert Porzel, Heidelberg PROGRAM COMMITTEE to be announced SCOPE/AUDIENCE The workshop aims at bringing together researchers involved using knowledge representations and reasoning systems to support language understanding and generation, The goal is to find common ground and exchange ideas in the fields of ontology, semantics, representation, reasoning, and pragmatics, etc. in order to strengthen individual approaches and combine modelling efforts. In the ScaNaLU 2004 workshop we intend to bring together researchers working in various sub-fields of natural language understanding with an interest in building scalable systems. The scope of interest includes but is not limited to: - Integrating hybrid approaches combining knowledge-based and statistical approaches - Multi-modal interfaces including language understanding in knowledge-rich domains - Natural Language Generation: From sentences to extended discourse - Utilization of world knowledge into NLU systems - Semantic formalisms for scalable NLU - Knowledge-driven discourse models of NLU (e.g., speech act interpretation, implicature, intention recognition, reference resolution) - Representation standards - Integration of extra-linguistic and pragmatic contexts - (Semi-)automatic acquisition of linguistic and world knowledge - Theories of semantic and pragmatic phenomena (e.g., metonymy, metaphor, degree expressions) - Applications requiring deep semantic analysis and reasoning WORKSHOP FORMAT AND SCHEDULE: The workshop will interleave technical presentations with extensive time for discussion of the presented work. Before the workshop we will assign a commentator for each accepted presentation from the attendees, in order to kick off a lively discussion. Altogether the format will consist of four elements: - Paper presentations with commentators and discussion - Invited talk(s) - Application and device demonstrations with discussion - Panel discussion We will accept paper submissions for both technical presentations and demonstrations. We plan to be reasonably selective in order to have a high quality workshop. The papers will be published in workshop proceedings and we will try to forward the best ones to some high quality journal.