{"id":"https://openalex.org/W4405116590","doi":"https://doi.org/10.1145/3696230.3696256","title":"Automated Handwritten Essay Evaluation in Moodle: Leveraging Google Vision OCR and Mistral 7b","display_name":"Automated Handwritten Essay Evaluation in Moodle: Leveraging Google Vision OCR and Mistral 7b","publication_year":2024,"publication_date":"2024-08-07","ids":{"openalex":"https://openalex.org/W4405116590","doi":"https://doi.org/10.1145/3696230.3696256"},"language":"en","primary_location":{"id":"doi:10.1145/3696230.3696256","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696230.3696256","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696230.3696256?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Digital Technology in Education (ICDTE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3696230.3696256?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115033018","display_name":"Charis Arlie Largo Baclayon","orcid":null},"institutions":[{"id":"https://openalex.org/I3131611854","display_name":"Cebu Institute of Technology University","ror":"https://ror.org/02a6jmr02","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131611854"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"Charis Arlie Largo Baclayon","raw_affiliation_strings":["College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines"],"raw_orcid":"https://orcid.org/0009-0002-5490-9108","affiliations":[{"raw_affiliation_string":"College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines","institution_ids":["https://openalex.org/I3131611854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115033019","display_name":"Kid Omar Rendon Costelo","orcid":null},"institutions":[{"id":"https://openalex.org/I3131611854","display_name":"Cebu Institute of Technology University","ror":"https://ror.org/02a6jmr02","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131611854"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Kid Omar Rendon Costelo","raw_affiliation_strings":["College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines"],"raw_orcid":"https://orcid.org/0009-0007-7013-2622","affiliations":[{"raw_affiliation_string":"College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines","institution_ids":["https://openalex.org/I3131611854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112273290","display_name":"Jeremy Jules Loyola Flores","orcid":null},"institutions":[{"id":"https://openalex.org/I3131611854","display_name":"Cebu Institute of Technology University","ror":"https://ror.org/02a6jmr02","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131611854"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Jeremy Jules Loyola Flores","raw_affiliation_strings":["College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines"],"raw_orcid":"https://orcid.org/0009-0003-5637-2356","affiliations":[{"raw_affiliation_string":"College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines","institution_ids":["https://openalex.org/I3131611854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020964578","display_name":"Cherry Lyn C. Sta. Romana","orcid":"https://orcid.org/0000-0002-4201-3315"},"institutions":[{"id":"https://openalex.org/I3131611854","display_name":"Cebu Institute of Technology University","ror":"https://ror.org/02a6jmr02","country_code":"PH","type":"education","lineage":["https://openalex.org/I3131611854"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Cherry Lyn Cando Sta. Romana","raw_affiliation_strings":["College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines"],"raw_orcid":"https://orcid.org/0000-0002-4201-3315","affiliations":[{"raw_affiliation_string":"College of Computer Studies, Cebu Institute of Technology - University, Cebu City, Cebu, Philippines","institution_ids":["https://openalex.org/I3131611854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5115033018"],"corresponding_institution_ids":["https://openalex.org/I3131611854"],"apc_list":null,"apc_paid":null,"fwci":0.475,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66111667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"240","last_page":"246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9997000098228455,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9900000095367432,"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/T13523","display_name":"Mathematics, Computing, and Information Processing","score":0.9682000279426575,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.7788270711898804},{"id":"https://openalex.org/keywords/optical-character-recognition","display_name":"Optical character recognition","score":0.45515865087509155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44772014021873474},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.34079599380493164},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33621102571487427},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.10700416564941406}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7788270711898804},{"id":"https://openalex.org/C546480517","wikidata":"https://www.wikidata.org/wiki/Q167555","display_name":"Optical character recognition","level":3,"score":0.45515865087509155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44772014021873474},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34079599380493164},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33621102571487427},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.10700416564941406}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696230.3696256","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696230.3696256","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696230.3696256?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Digital Technology in Education (ICDTE)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696230.3696256","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696230.3696256","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696230.3696256?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Digital Technology in Education (ICDTE)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405116590.pdf"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1993306479","https://openalex.org/W2018970719","https://openalex.org/W2105845572","https://openalex.org/W2253332623","https://openalex.org/W2776601846","https://openalex.org/W2905867583","https://openalex.org/W3045882047","https://openalex.org/W3199189488","https://openalex.org/W3209912268","https://openalex.org/W4205792433","https://openalex.org/W4284883937","https://openalex.org/W4292779060","https://openalex.org/W4293250563","https://openalex.org/W4385245566","https://openalex.org/W4387561528","https://openalex.org/W6691397513","https://openalex.org/W6761205521"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Traditional":[0],"grading":[1,61,77],"methods":[2],"are":[3],"often":[4],"time-consuming":[5],"and":[6,27,47,57,105,125,153,176,198],"subjective,":[7],"increasing":[8],"the":[9,16,39,55,70,73,78,86,89,113,132,145,164,189,200],"difficulties":[10],"in":[11,85,88,118,130,196,205],"maintaining":[12],"academic":[13],"integrity":[14],"against":[15],"background":[17],"of":[18,38,43,59,75,83,142,192],"easy":[19],"access":[20],"to":[21,62,180,188],"online":[22],"resources.":[23],"Even":[24],"as":[25,168],"pre-written":[26],"AI-generated":[28],"content":[29],"become":[30],"even":[31],"more":[32],"available,":[33],"handwritten":[34,79],"essays":[35,82,120],"offer":[36],"one":[37],"most":[40],"viable":[41],"ways":[42],"stimulating":[44],"real":[45],"learning":[46],"original":[48],"thought":[49],"among":[50],"students.":[51],"This":[52,185],"study":[53,186],"assessed":[54],"accuracy":[56],"efficiency":[58],"AI-powered":[60],"improve":[63],"education":[64,197],"amid":[65],"these":[66],"challenges.":[67],"More":[68],"precisely,":[69],"paper":[71],"investigated":[72],"possibility":[74],"automatically":[76],"open-ended":[80],"reflection":[81],"students":[84],"\u201cLiving":[87],"IT":[90],"Era\u201d":[91],"course":[92],"by":[93],"leveraging":[94],"AI.":[95],"Through":[96],"Optical":[97],"Character":[98],"Recognition":[99],"(OCR),":[100],"together":[101],"with":[102,147,177],"a":[103,139,161],"fine-tuned":[104],"trained":[106],"Large":[107],"Language":[108],"Model":[109],"(LLM)":[110],"Mistral":[111],"7b,":[112],"system":[114,165],"replicated":[115],"human-grading":[116],"decisions":[117],"evaluating":[119,131],"comprehensively.":[121],"The":[122],"predicted":[123],"score":[124,127],"human-graded":[126],"were":[128],"compared":[129],"system.":[133],"Analysis":[134],"using":[135],"BERT":[136],"Score":[137],"revealed":[138,160],"high":[140],"degree":[141],"correlation":[143],"between":[144],"two,":[146],"consistent":[148],"precision":[149],"(88.41%),":[150],"recall":[151],"(83.33%),":[152],"F1-score":[154],"(85.78%).":[155],"External":[156],"user":[157],"testing":[158],"also":[159],"positive":[162],"perception:":[163],"is":[166],"perceived":[167],"user-friendly":[169],"(usability:":[170],"4.28),":[171],"generally":[172],"understandable":[173],"(comprehensibility:":[174],"3.68),":[175],"functionalities":[178],"relevant":[179],"educators'":[181],"needs":[182],"(relevance:":[183],"4.0).":[184],"adds":[187],"expanding":[190],"body":[191],"research":[193],"on":[194],"AI":[195],"lays":[199],"groundwork":[201],"for":[202],"future":[203],"investigations":[204],"this":[206],"area.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-26T08:31:28.666265","created_date":"2025-10-10T00:00:00"}
