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Natural Language Querying of the Semantic Web

This meeting aims to move beyond single-question, single-source answers by utilizing structured sources and dialogues for information gathering. The focus is on integrating multiple knowledge sources and tools for enhanced search capabilities.

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Natural Language Querying of the Semantic Web

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  1. Natural Language Queryingof theSemantic Web SRI International Information Science Institute AQUAINT 18 Month Meeting San Diego CA

  2. Beyond Single QuestionSingle Source Answers • Most question answering systems to date have been limited to querying a single kind of source, a corpus of texts, for answers to a given question. • Most have been limited to answering single questions with single factual answers. • Aim: to move beyond these limits • Use of multiple (semi-)structured sources • Information-gathering dialogues AQUAINT 18 Month Meeting San Diego CA

  3. QUARK • Natural language front end • Gemini: Unification Grammar (CFG backbone) • Mediated by powerful reasoning tool • SNARK: Full FO Theorem Prover • Powerful resource description and access capabilities • OAA: Intelligent delegation-based middleware • Visualization capabilities • TerraVision: Terrain Viewer AQUAINT 18 Month Meeting San Diego CA

  4. Multiple Sources • Access to multiple knowledge sources • ADL Gazetteer • CIA World Factbook • NASA data sources • TextPro IE engine AQUAINT 18 Month Meeting San Diego CA

  5. Goal: To Integrate DAML Search into QUARK • Agent Semantic Communications Service (ASCS) • Developed by Teknowledge. • Searches the Web for DAML pages. • Provides GUI for search. • Provides inference capability aimed at broadening and relaxation of queries. AQUAINT 18 Month Meeting San Diego CA

  6. The ASCS Search Page AQUAINT 18 Month Meeting San Diego CA

  7. ASCS: A Use Case To find the capital of Syria, a user must input pred: capital Searches entire Semantic Web capital(?x,Syria) arg1: ?x arg2: Syria Also conjunctive queries: population of capital of Syria Problem: Doesn’t support natural language input; using ASCS requires knowing some logic. AQUAINT 18 Month Meeting San Diego CA

  8. How to Use ASCS in QUARK • Questions parsed by Gemini to yield logical form. • Logical form submitted to SNARK as conjecture. • Conjecture proved in application-domain theory. • Capabilities of ASCS and other sources advertised in theory. • ASCS provided with OAA wrapper. • Resources invoked as appropriate by procedural attachment. • Answer, as extracted from proof. • Presented textually • Visualization tool invoked AQUAINT 18 Month Meeting San Diego CA

  9. “Show the capitals of Islamic countries that border Iraq.” Logical form produced by Gemini: (and country (?x) islamic (?x) bordering-relation (?z) goal (?z, iraq) source (?z, ?x) capital-of (?u, ?x) show (?v) patient (?v, ?u)) Answer: ?v AQUAINT 18 Month Meeting San Diego CA

  10. Conjecture decomposed by SNARK To show a country is Islamic, use the axioms in the application-domain theory: if religions (?country, Muslim, ?percent) and ?percent > 50 then islamic (?country) if (SunniMuslim ?x, then Muslim ?x) A country that is more than 50 percent Muslim is Islamic. A SunniMuslim is a Muslim. AQUAINT 18 Month Meeting San Diego CA

  11. ASCS Reveals Basic Facts • borders(Iraq, Syria) borders(Iraq, Turkey), ….. • religions(Syria, SunniMuslim, 74) religions(Syria, Christian, 10), … • capital(Syria, Damascus) AQUAINT 18 Month Meeting San Diego CA

  12. Other Agents Reveal other Facts • Alexandria Digital Library Gazetteer: place-to-latlong(Damascus, capital, Syria; 33.5, 36.3) AQUAINT 18 Month Meeting San Diego CA

  13. Answer visualization by Terrain ViewerDamascus (capital),Syria; 33.5,36.3 AQUAINT 18 Month Meeting San Diego CA

  14. Future Plans • To move beyond single, one-off questions to scenario-based information-seeking dialogues. • Scenario description presents a sketch of a situation/problem; much is left unsaid. • To be filled out by a combination of application-domain theories and clarification/expansion dialogues. • Ground further question-answering on the resulting situation model. AQUAINT 18 Month Meeting San Diego CA

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