{"id":"https://openalex.org/W7166806194","doi":"https://doi.org/10.18653/v1/2026.semeval-1.117","title":"Lattice at SemEval-2026 Task 1: Why did the prompt engineer break up with their LLM? Because zero-shot was zero-fun.","display_name":"Lattice at SemEval-2026 Task 1: Why did the prompt engineer break up with their LLM? Because zero-shot was zero-fun.","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166806194","doi":"https://doi.org/10.18653/v1/2026.semeval-1.117"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.semeval-1.117","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.117","pdf_url":"https://aclanthology.org/2026.semeval-1.117.pdf","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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.semeval-1.117.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038963107","display_name":"Mathieu Dehouck","orcid":"https://orcid.org/0000-0002-5079-0472"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I182627622","display_name":"Universit\u00e9 Sorbonne Nouvelle","ror":"https://ror.org/03z6jp965","country_code":"FR","type":"education","lineage":["https://openalex.org/I182627622"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mathieu Dehouck","raw_affiliation_strings":["Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I182627622","https://openalex.org/I29607241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061744398","display_name":"Olga Seminck","orcid":"https://orcid.org/0000-0003-4617-5992"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I182627622","display_name":"Universit\u00e9 Sorbonne Nouvelle","ror":"https://ror.org/03z6jp965","country_code":"FR","type":"education","lineage":["https://openalex.org/I182627622"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olga Seminck","raw_affiliation_strings":["Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I182627622","https://openalex.org/I29607241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053802431","display_name":"Marine Delaborde","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marine Delaborde","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082161062","display_name":"Yoann Dupont","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I182627622","display_name":"Universit\u00e9 Sorbonne Nouvelle","ror":"https://ror.org/03z6jp965","country_code":"FR","type":"education","lineage":["https://openalex.org/I182627622"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yoann Dupont","raw_affiliation_strings":["Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I182627622","https://openalex.org/I29607241"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092362750","display_name":"No\u00e9 Durandard","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I182627622","display_name":"Universit\u00e9 Sorbonne Nouvelle","ror":"https://ror.org/03z6jp965","country_code":"FR","type":"education","lineage":["https://openalex.org/I182627622"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"No\u00e9 Durandard","raw_affiliation_strings":["Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lattice UMR8094 , CNRS , ENS-PSL , Sorbonne Nouvelle Marine Delaborde LT2D (EA7518) , CY Cergy Paris Universit\u00e9 ,","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I182627622","https://openalex.org/I29607241"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78609176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"849","last_page":"861"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.4453999996185303,"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":0.4453999996185303,"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":0.20100000500679016,"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/T13629","display_name":"Text Readability and Simplification","score":0.08860000222921371,"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/lattice","display_name":"Lattice (music)","score":0.4672999978065491},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4228000044822693},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.23999999463558197}],"concepts":[{"id":"https://openalex.org/C2781204021","wikidata":"https://www.wikidata.org/wiki/Q6497091","display_name":"Lattice (music)","level":2,"score":0.4672999978065491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45660001039505005},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4228000044822693},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3993000090122223},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3578000068664551},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2517000138759613},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24539999663829803},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.243599995970726},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.24040000140666962},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.23999999463558197}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.semeval-1.117","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.117","pdf_url":"https://aclanthology.org/2026.semeval-1.117.pdf","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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.semeval-1.117","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.semeval-1.117","pdf_url":"https://aclanthology.org/2026.semeval-1.117.pdf","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 20th International Workshop on Semantic Evaluation (2026)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.4205605387687683,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G2658974192","display_name":"Paris Sciences et Lettres","funder_award_id":"ANR-10-IDEX-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G471331628","display_name":null,"funder_award_id":"ANR-10-IDEX","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G7240651115","display_name":null,"funder_award_id":"ANR-10","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G8976023288","display_name":null,"funder_award_id":"ANR-10-IDEX-0001","funder_id":"https://openalex.org/F4320325835","funder_display_name":"Universit\u00e9 de Recherche Paris Sciences et Lettres"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320325835","display_name":"Universit\u00e9 de Recherche Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166806194.pdf","grobid_xml":"https://content.openalex.org/works/W7166806194.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"the":[3,6,10,18,26,41,53,80,97,102,133,159,168,177],"contribution":[4],"of":[5,40,62,167,185],"Lattice":[7],"Team":[8],"to":[9,71,95,131,157],"humor":[11],"generation":[12],"MWA-HAHA":[13],"SemEval":[14],"shared":[15,172],"task":[16],"on":[17,79,176],"English":[19,178],"data":[20,179],"set":[21,87,180],"for":[22,92],"subtask":[23],"A.":[24],"During":[25],"development":[27],"phase,":[28],"we":[29,66,86,113,128,138,149],"experimented":[30],"with":[31,122],"two":[32,63,110],"different":[33],"approaches,":[34],"but":[35,136],"after":[36],"a":[37,68,89,119,151,173,183],"quick":[38],"comparison":[39],"outputs,":[42],"it":[43],"turned":[44],"out":[45],"that":[46,171,181],"one":[47,166],"was":[48],"clearly":[49],"more":[50,116,143],"successful":[51],"than":[52],"other.The":[54],"winning":[55],"strategy":[56,106],"can":[57],"be":[58],"seen":[59],"as":[60],"consisting":[61],"phases:":[64,111],"first,":[65,112],"used":[67],"few-shot":[69],"framework":[70],"let":[72],"Deepseek-R1":[73,162],"32B":[74],"generate":[75,114],"multiple":[76],"jokes":[77,99,117,144],"based":[78,163],"input":[81],"(headlines":[82],"and":[83,100,126],"word":[84],"pairs).Second,":[85],"up":[88],"voting":[90],"protocol":[91],"Llama-3.1":[93],"8B":[94],"rank":[96],"generated":[98,134],"find":[101,158],"funniest":[103],"one.The":[104],"other":[105],"also":[107],"consisted":[108],"in":[109,118,145,155],"many":[115],"zero-shot":[120],"way":[121],"lighter,":[123],"faster":[124],"models,":[125],"then":[127],"turn":[129],"back":[130],"ranking":[132],"jokes,":[135],"since":[137],"have":[139],"about":[140],"ten":[141],"time":[142],"this":[146],"second":[147],"setting,":[148],"follow":[150],"knockout":[152],"tournament":[153],"procedure":[154],"order":[156],"best":[160],"jokes.Our":[161],"model":[164],"is":[165],"nine":[169],"systems":[170],"first":[174],"place":[175],"received":[182],"total":[184],"32":[186],"valid":[187],"submissions.":[188]},"counts_by_year":[],"updated_date":"2026-08-06T08:24:18.245995","created_date":"2026-07-02T00:00:00"}