{"id":"https://openalex.org/W4413846313","doi":"https://doi.org/10.1145/3754508.3754511","title":"Enhancing MarkEd with Peer Feedback Functionality with LLM Support","display_name":"Enhancing MarkEd with Peer Feedback Functionality with LLM Support","publication_year":2025,"publication_date":"2025-08-30","ids":{"openalex":"https://openalex.org/W4413846313","doi":"https://doi.org/10.1145/3754508.3754511"},"language":"en","primary_location":{"id":"doi:10.1145/3754508.3754511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3754508.3754511","pdf_url":null,"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 2025 Conference on UK and Ireland Computing Education Research","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3754508.3754511","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119484113","display_name":"Tomas Maillo","orcid":null},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tomas Maillo","raw_affiliation_strings":["University of Edinburgh, School of Informatics, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0001-5287-2535","affiliations":[{"raw_affiliation_string":"University of Edinburgh, School of Informatics, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001822013","display_name":"Cristina Alexandru","orcid":"https://orcid.org/0000-0002-7738-6955"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cristina Adriana Alexandru","raw_affiliation_strings":["University of Edinburgh, School of Informatics, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-7738-6955","affiliations":[{"raw_affiliation_string":"University of Edinburgh, School of Informatics, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041657073","display_name":"Aurora Constantin","orcid":"https://orcid.org/0000-0001-5352-5300"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Aurora Constantin","raw_affiliation_strings":["University of Edinburgh, School of Informatics, Edinburgh, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-5352-5300","affiliations":[{"raw_affiliation_string":"University of Edinburgh, School of Informatics, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17577093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9524000287055969,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9524000287055969,"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/T10028","display_name":"Topic Modeling","score":0.9366999864578247,"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/T12171","display_name":"Open Education and E-Learning","score":0.9018999934196472,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.6435548663139343},{"id":"https://openalex.org/keywords/peer-review","display_name":"Peer review","score":0.41185060143470764},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.41112959384918213},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.07533794641494751}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6435548663139343},{"id":"https://openalex.org/C138368954","wikidata":"https://www.wikidata.org/wiki/Q215028","display_name":"Peer review","level":2,"score":0.41185060143470764},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.41112959384918213},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07533794641494751},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3754508.3754511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3754508.3754511","pdf_url":null,"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 2025 Conference on UK and Ireland Computing Education Research","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/dbcb0145-8279-4682-a01e-208493666286","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/dbcb0145-8279-4682-a01e-208493666286","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Maillo, T, Alexandru, C A & Constantin, A 2025, Enhancing MarkEd with peer feedback functionality with LLM support. in F McNeill, C Alexandru, S Sentance & Q Cutts (eds), Proceedings of the 2025 Conference on UK and Ireland Computing Education Research., 4, Association for Computing Machinery (ACM), New York, NY, USA, pp. 1-7, The 7th UK and Ireland Computing Education Research Conference, Edinburgh, United Kingdom, 4/09/25. https://doi.org/10.1145/3754508.3754511","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"doi:10.1145/3754508.3754511","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3754508.3754511","pdf_url":null,"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 2025 Conference on UK and Ireland Computing Education Research","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1975454407","https://openalex.org/W1993154455","https://openalex.org/W2006996167","https://openalex.org/W2008492159","https://openalex.org/W2049644861","https://openalex.org/W2057577467","https://openalex.org/W2060423038","https://openalex.org/W2074872459","https://openalex.org/W2083188089","https://openalex.org/W2089364009","https://openalex.org/W2100588183","https://openalex.org/W2101960651","https://openalex.org/W2105334869","https://openalex.org/W2108473060","https://openalex.org/W2134529236","https://openalex.org/W2135995390","https://openalex.org/W2155767092","https://openalex.org/W2328994266","https://openalex.org/W2560140854","https://openalex.org/W2801630847","https://openalex.org/W2909467827","https://openalex.org/W2936890192","https://openalex.org/W2967982277","https://openalex.org/W2994270542","https://openalex.org/W3011958556","https://openalex.org/W3086641389","https://openalex.org/W4239496300","https://openalex.org/W4248446959","https://openalex.org/W4256465275","https://openalex.org/W4312117709","https://openalex.org/W4321649710","https://openalex.org/W4367369394","https://openalex.org/W4387390444","https://openalex.org/W4390414972","https://openalex.org/W4390962930","https://openalex.org/W4396913006","https://openalex.org/W4401690663","https://openalex.org/W4405630972","https://openalex.org/W4406804286","https://openalex.org/W4407269394","https://openalex.org/W4407281330"],"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":{"Peer":[0],"feedback":[1,29,38,59,107,164],"can":[2,30,42],"improve":[3],"learning":[4],"by":[5,132,155],"encouraging":[6],"deep":[7],"engagement":[8],"with":[9,129,195],"course":[10,87],"content,":[11],"exploration":[12],"of":[13,27,101,111,118,173],"diverse":[14],"perspectives,":[15],"and":[16,21,53,55,72,105,143,187,209,217,229],"critical":[17],"thinking.":[18],"For":[19],"computing":[20],"software":[22,181],"engineering":[23,182],"students,":[24],"the":[25,56,77,93,99,109,200,233],"practice":[26],"peer":[28,37,83,91,163],"contribute":[31],"to":[32,46,61,68,80,115,161,226],"future":[33],"employability.":[34],"However,":[35],"incorporating":[36],"mechanisms":[39],"into":[40],"courses":[41],"be":[43,242],"difficult":[44],"due":[45],"problems":[47],"such":[48,152],"as":[49,171],"reduced":[50],"student":[51],"motivation":[52],"trust,":[54],"resulting":[57],"low-quality":[58],"leads":[60],"dissatisfaction.":[62],"This":[63],"paper":[64],"presents":[65],"an":[66],"extension":[67],"[ToolZ],":[69],"a":[70,86,103,116,133,177,190,218,221],"marking":[71],"moderation":[73],"tool":[74],"developed":[75],"at":[76],"[redacted":[78],"university],":[79],"facilitate":[81],"high-quality":[82,214],"feedback.":[84,215],"Once":[85],"organiser":[88],"sets":[89],"up":[90],"assessment,":[92],"system":[94,168],"gradually":[95],"takes":[96],"students":[97,122,186,197],"through":[98],"steps":[100],"making":[102],"submission":[104],"providing":[106],"in":[108,176,223],"form":[110],"anonymous":[112],"inline":[113],"comments":[114,208],"number":[117],"their":[119,124,207],"peers.":[120],"As":[121],"write":[123],"feedback,":[125],"it":[126],"provides":[127],"them":[128,148,204],"guidance":[130,202],"powered":[131],"Large":[134],"Language":[135],"Model":[136],"(LLM)":[137],"on":[138,151,193,206],"improving":[139],"its":[140],"actionability,":[141],"clarity,":[142],"constructive":[144],"tone,":[145],"while":[146],"discouraging":[147],"from":[149,185],"over-relying":[150],"guidance.":[153],"Moderation":[154],"human":[156],"markers":[157,188],"is":[158],"also":[159],"introduced":[160],"validate":[162],"correctness.":[165],"The":[166],"enhanced":[167],"was":[169],"trialled":[170],"part":[172],"formative":[174],"assessment":[175],"large":[178],"second-year":[179],"introductory":[180],"course.":[183],"Feedback":[184],"indicated":[189,220],"positive":[191],"impact":[192],"learning,":[194],"most":[196],"reporting":[198],"that":[199],"LLM":[201],"helped":[203],"reflect":[205],"learn":[210],"about":[211],"what":[212],"constitutes":[213],"Markers":[216],"lecturer":[219],"reduction":[222],"workload":[224],"compared":[225],"other":[227],"systems,":[228],"all":[230],"groups":[231],"rated":[232],"system\u2019s":[234],"usability":[235],"highly,":[236],"although":[237],"some":[238],"improvements":[239],"could":[240],"still":[241],"made.":[243]},"counts_by_year":[],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
