[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-664773-105":59,"doc-detail-664773-en":129},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":122,"head_meta":124,"extra_data":126,"updated_unix":128},105,"en","cabaret-rule-interpretation-in-a-hybrid-architecture","CABARET - rule interpretation in a hybrid architecture","","CABARET (Case-Based Reasoning Tool) is a domain-independent system for interpreting and applying rules that contain ambiguous, poorly defined, or undefined terms. It combines rule-based reasoning with case-based reasoning by using control heuristics that interleave rule and precedent tasks to construct arguments for specific interpretations. The approach is demonstrated using income tax law cases and rules for the “home office deduction,” highlighting synergy from hybrid execution.",{"@graph":69,"@context":121},[70,84,104],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/cabaret-rule-interpretation-in-a-hybrid-architecture/664773/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":98,"encodingFormat":97,"isAccessibleForFree":99,"interactionStatistic":100},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/cabaret-rule-interpretation-in-a-hybrid-architecture/664773.png","ImageObject",300,407,{"name":92,"@type":93},"Melati","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-10-29",true,{"@type":101,"interactionType":102,"userInteractionCount":8},"InteractionCounter",{"@type":103},"ViewAction",{"@type":105,"mainEntity":106},"FAQPage",[107,113,117],{"name":108,"@type":109,"acceptedAnswer":110},"What problem does CABARET address in rule interpretation?","Question",{"text":111,"@type":112},"CABARET targets interpretation tasks where rule terms and predicates are ambiguous, poorly defined, missing, or contradicted by other rules. It uses prior cases to resolve how such terms should be understood and applied.","Answer",{"name":114,"@type":109,"acceptedAnswer":115},"How does CABARET integrate case-based reasoning with rule-based reasoning?",{"text":116,"@type":112},"CABARET integrates both paradigms through control heuristics that suggest how to interleave case-based and rule-based methods while constructing an argument for a chosen interpretation.",{"name":118,"@type":109,"acceptedAnswer":119},"What application domain is used to instantiate and test CABARET?",{"text":120,"@type":112},"CABARET is instantiated with cases and rules from income tax law, specifically the “home office deduction,” and an example tax case is processed in detail.","https://schema.org",{"og:url":83,"og:type":123,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":125,"canonical":83},"index,follow",{"doc_id":127,"site_id":62},664773,1793271979,{"code":4,"msg":5,"data":130},{"doc_id":127,"user_id":131,"nickname":92,"user_avatar":132,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":133,"file_id":134,"file_url":135,"file_type":136,"file_size":137,"view_count":8,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":138,"language":139,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":140,"faqs":141,"seo_title":142,"seo_description":67,"update_tm":128,"read_time":143},962085570644,"https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d","# CABARET:rule interpretation in a hybrid architecture\n\nEDWINA L.RISSLAND AND DAVID B.SKALAK  \nDepartment of Computer and Information Science,University of Massachusetts,Amherst,MA 01003,USA  \nRules often contain terms that are ambiguous,poorly defined or not defined at all.In order to interpret and apply rules containing such terms,appeal must be made totheir previous constructions,as in the interpretation of legal statutes throughrelevant legal cases.We describe a system CABARET(CAse-BAsed REasoningTool)that provides a domain-independent shell that integrates reasoning with rulesand reasoning with previous cases in order to apply rules containing ill-deinedterms.The integration of these two reasoning paradigms is performed via acollection of control heuristics,which suggest how to interleave case-based methodsand rule-based methods to construct an argument to support a particular inter-pretation.CABARET is currently instantiated with cases and rules from an area ofincome tax law,the so-called “home office deduction”.An example of CABARET'sprocessing of an actual tax case is provided in some detail.The advantages ofCABARET's hybrid approach to interpretation stem from the synergy derived frominterleaving case-based and rule-based tasks.  \n## 1.Introduction\n\nThis paper discusses the integration of case-based reasoning with rule-basedreasoning to perform interpretation tasks.We focus on realistic,complex domainswhere the concepts,terms and predicates used by domain rules or by rule-basedmodels are not well-defined.Often,in such inherently ill-defined domains the rulesdo not encompass all the situations they are asked or assumed to cover,admit tacitexceptions,or can be contradicted and annulled by other rules.Interpretation istherefore required of the terms and predicates used.The law is a prototypicalexample of such an area,where terms used in legal statutes are not completelydefined by legal regulations.  \nThe use of case-based reasoning(CBR)to complement and supplement othertypes of reasoning involves many computational questions of system architectureand control.The key focus of this work is how and when to interleave CBR withother modes of reasoning in the context of applying a rule or model to a new set offacts in light of a corpus of cases of past application.The goal is to generate anexplanation or argument as to how the new fact situation might be interpreted.  \nIn particular,we report on a system called CABARET(CAse-BAsed REasoningTool),a hybrid architecture we have built to study and experiment with these issues.CABARET integrates rule-based reasoning(RBR)and case-based reasoning.Inthis paper,we discuss CABARET in the application area of income tax lawconcerning the deduction for expenses relating to an office maintained in one'shome.  \nOne may fairly ask whether interleaving distinct reasoning techniques is required  \nto perform interpretation tasks.Why not simply run the knowledge sources serially:run one,and then the other?Four reasons are immediate.First,opportunism can beexploited through interleaving processes.Subgoals established using one paradigmmay be inserted in arguments supported by another paradigm.Second,deficienciesin a reasoner may be overcome using another knowledge source,enabling thedeficient knowledge source to continue reasoning.Serial invocation of theseknowledge sources would make it impossible for arguments using either paradigm todynamically support processing using the other.Third,each reasoning paradigmmay decrease the search space to be considered by the other.This decrease maybe cumulative as reasoning switches back and forth between two distinct paradigms.Fourth,each reasoner helps to provide a focus of attention for the other.Case-based reasoning,for example,can suggest that the focus of attention for arule-based component be on a particular statutory term.  \nWe have several reasons for investigating mixed paradigm CBR/RBR reasoning.From the general point of view of Artificial Intellige","cbCaium0PI7epsfa","https://ap.wps.com/l/cbCaium0PI7epsfa","pdf",4220855,49,"English","# 1. Introduction\n## Integration of case-based and rule-based reasoning\n## System CABARET and its hybrid architecture\n## Motivation for interleaving reasoning paradigms","[{\"question\":\"What problem does CABARET address in rule interpretation?\",\"answer\":\"CABARET targets interpretation tasks where rule terms and predicates are ambiguous, poorly defined, missing, or contradicted by other rules. It uses prior cases to resolve how such terms should be understood and applied.\"},{\"question\":\"How does CABARET integrate case-based reasoning with rule-based reasoning?\",\"answer\":\"CABARET integrates both paradigms through control heuristics that suggest how to interleave case-based and rule-based methods while constructing an argument for a chosen interpretation.\"},{\"question\":\"What application domain is used to instantiate and test CABARET?\",\"answer\":\"CABARET is instantiated with cases and rules from income tax law, specifically the “home office deduction,” and an example tax case is processed in detail.\"}]","CABARET - rule interpretation in a hybrid architecture | PDF",123]