{"id":"https://openalex.org/W4396832091","doi":"https://doi.org/10.1145/3613904.3641915","title":"VAL: Interactive Task Learning with GPT Dialog Parsing","display_name":"VAL: Interactive Task Learning with GPT Dialog Parsing","publication_year":2024,"publication_date":"2024-05-11","ids":{"openalex":"https://openalex.org/W4396832091","doi":"https://doi.org/10.1145/3613904.3641915"},"language":"en","primary_location":{"id":"doi:10.1145/3613904.3641915","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3641915","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3641915","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3641915","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045756533","display_name":"Lane Lawley","orcid":"https://orcid.org/0000-0002-8961-6789"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lane Lawley","raw_affiliation_strings":["School of Interactive Computing, Georgia Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0002-8961-6789","affiliations":[{"raw_affiliation_string":"School of Interactive Computing, Georgia Institute of Technology, United States","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077641166","display_name":"Christopher J. MacLellan","orcid":"https://orcid.org/0000-0003-3084-5189"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher Maclellan","raw_affiliation_strings":["School of Interactive Computing, Georgia Institute of Technology, United States"],"raw_orcid":"https://orcid.org/0000-0003-3084-5189","affiliations":[{"raw_affiliation_string":"School of Interactive Computing, Georgia Institute of Technology, United States","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8191070556640625},{"id":"https://openalex.org/keywords/dialog-box","display_name":"Dialog box","score":0.7084044814109802},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.561596155166626},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.5271334648132324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5231327414512634},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4984455108642578},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49724677205085754},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.49230921268463135},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.475673109292984},{"id":"https://openalex.org/keywords/natural-language-understanding","display_name":"Natural language understanding","score":0.4548048675060272},{"id":"https://openalex.org/keywords/natural-language-generation","display_name":"Natural language generation","score":0.44009652733802795},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.4154747426509857},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13478779792785645}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8191070556640625},{"id":"https://openalex.org/C173853756","wikidata":"https://www.wikidata.org/wiki/Q86915","display_name":"Dialog box","level":2,"score":0.7084044814109802},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.561596155166626},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.5271334648132324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5231327414512634},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4984455108642578},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49724677205085754},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.49230921268463135},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.475673109292984},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.4548048675060272},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.44009652733802795},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4154747426509857},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13478779792785645},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3613904.3641915","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3641915","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3641915","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3613904.3641915","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3641915","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3641915","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8100000023841858,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396832091.pdf"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1492324553","https://openalex.org/W1550182247","https://openalex.org/W2017174110","https://openalex.org/W2133253632","https://openalex.org/W2141946720","https://openalex.org/W2147357263","https://openalex.org/W2407300725","https://openalex.org/W2470629089","https://openalex.org/W2470712504","https://openalex.org/W2531638282","https://openalex.org/W2600683898","https://openalex.org/W2745881055","https://openalex.org/W2972018816","https://openalex.org/W3029636270","https://openalex.org/W3094595104","https://openalex.org/W3133702157","https://openalex.org/W3160674997","https://openalex.org/W3193426846","https://openalex.org/W3203321135","https://openalex.org/W4225080353","https://openalex.org/W4225097857","https://openalex.org/W4288269198","https://openalex.org/W4366548330","https://openalex.org/W4383679928","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W4236658683","https://openalex.org/W2020463334","https://openalex.org/W2026182709","https://openalex.org/W3034800807","https://openalex.org/W2386843486","https://openalex.org/W1538826769","https://openalex.org/W2739915479","https://openalex.org/W2949597526","https://openalex.org/W4313401079","https://openalex.org/W2945848244"],"abstract_inverted_index":{"Machine":[0],"learning":[1,16,101],"often":[2,37],"requires":[3],"millions":[4],"of":[5,96,102,119],"examples":[6],"to":[7,54,98,116],"produce":[8],"static,":[9],"black-box":[10],"models.":[11],"In":[12],"contrast,":[13],"interactive":[14,100],"task":[15,104],"(ITL)":[17],"emphasizes":[18],"incremental":[19],"knowledge":[20,105,110],"acquisition":[21],"from":[22,39,106],"limited":[23],"instruction":[24],"provided":[25],"by":[26],"humans":[27],"in":[28,131],"modalities":[29],"such":[30],"as":[31,84],"natural":[32,107],"language.":[33,108],"However,":[34],"ITL":[35,68],"systems":[36],"suffer":[38],"brittle,":[40],"error-prone":[41],"language":[42,49,145],"parsing,":[43],"which":[44],"limits":[45],"their":[46],"usability.":[47],"Large":[48],"models":[50],"(LLMs)":[51],"are":[52,57],"resistant":[53],"brittleness":[55],"but":[56],"not":[58],"interpretable":[59,113],"and":[60,86,114],"cannot":[61],"learn":[62],"incrementally.":[63],"We":[64,125],"present":[65],"VAL,":[66],"an":[67,89],"system":[69],"with":[70,129],"a":[71,132],"new":[72],"philosophy":[73],"for":[74,81],"LLM/symbolic":[75],"integration.":[76],"By":[77],"using":[78,144],"LLMs":[79,97],"only":[80],"specific":[82],"tasks\u2014such":[83],"predicate":[85],"argument":[87],"selection\u2014within":[88],"algorithmic":[90],"framework,":[91],"VAL":[92,130,143],"reaps":[93],"the":[94],"benefits":[95],"support":[99,117],"hierarchical":[103],"Acquired":[109],"is":[111],"human":[112],"generalizes":[115],"execution":[118],"novel":[120],"tasks":[121],"without":[122],"additional":[123],"training.":[124],"studied":[126],"users\u2019":[127],"interactions":[128],"video":[133],"game":[134],"setting,":[135],"finding":[136],"that":[137],"most":[138],"users":[139],"could":[140],"successfully":[141],"teach":[142],"they":[146],"felt":[147],"was":[148],"natural.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}