<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> .
<> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10194858> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/title> "Large Language Models Are Neurosymbolic Reasoners"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/abstract> "A wide range of real-world applications is characterized by their symbolic nature, necessitating a strong capability for symbolic reasoning. This paper investigates the potential application of Large Language Models (LLMs) as symbolic reasoners. We focus on text-based games, significant benchmarks for agents with natural language capabilities, particularly in symbolic tasks like math, map reading, sorting, and applying common sense in text-based worlds. To facilitate these agents, we propose an LLM agent designed to tackle symbolic challenges and achieve in-game objectives. We begin by initializing the LLM agent and informing it of its role. The agent then receives observations and a set of valid actions from the text-based games, along with a specific symbolic module. With these inputs, the LLM agent chooses an action and interacts with the game environments. Our experimental results demonstrate that our method significantly enhances the capability of LLMs as automated agents for symbolic reasoning, and our LLM agent is effective in text-based games involving symbolic tasks, achieving an average performance of 88% across all tasks."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/date> "2024-03-25" .
<https://discovery.ucl.ac.uk/id/document/1756263> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/volume> "38" .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/issue> "16" .
<https://discovery.ucl.ac.uk/id/org/ext-89945785c38017a70ca0db7ab39cf32c> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> .
<https://discovery.ucl.ac.uk/id/org/ext-89945785c38017a70ca0db7ab39cf32c> <http://xmlns.com/foaf/0.1/name> "Association for the Advancement of Artificial Intelligence (AAAI)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-89945785c38017a70ca0db7ab39cf32c> .
<https://discovery.ucl.ac.uk/id/publication/ext-21595399> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> .
<https://discovery.ucl.ac.uk/id/publication/ext-21595399> <http://xmlns.com/foaf/0.1/name> "Proceedings of the AAAI Conference on Artificial Intelligence"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-21595399> .
<https://discovery.ucl.ac.uk/id/publication/ext-21595399> <http://www.w3.org/2002/07/owl#sameAs> <urn:issn:21595399> .
<https://discovery.ucl.ac.uk/id/publication/ext-21595399> <http://purl.org/ontology/bibo/issn> "21595399" .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10194858#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10194858#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> .
<https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> <http://xmlns.com/foaf/0.1/givenName> "S"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> <http://xmlns.com/foaf/0.1/familyName> "Deng"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a8cca92aae8f74eb6d380b01abf3f7f5> <http://xmlns.com/foaf/0.1/name> "S Deng"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> <http://xmlns.com/foaf/0.1/givenName> "M"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> <http://xmlns.com/foaf/0.1/familyName> "Fang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-42a43a9beec7b60a8f4722780a6ccebb> <http://xmlns.com/foaf/0.1/name> "M Fang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> <http://xmlns.com/foaf/0.1/givenName> "M"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> <http://xmlns.com/foaf/0.1/familyName> "Pechenizkiy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ffaf533110866a0e1b200147afb6472f> <http://xmlns.com/foaf/0.1/name> "M Pechenizkiy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> <http://xmlns.com/foaf/0.1/familyName> "Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72b2cdf3534306885b13932c21eab96c> <http://xmlns.com/foaf/0.1/name> "J Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> <http://xmlns.com/foaf/0.1/givenName> "L"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> <http://xmlns.com/foaf/0.1/familyName> "Chen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8efc13830e62c796f6b147b56dc71fbb> <http://xmlns.com/foaf/0.1/name> "L Chen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> <http://xmlns.com/foaf/0.1/givenName> "Y"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> <http://xmlns.com/foaf/0.1/familyName> "Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d9ed700ba41e9d8740bf7d1d4d6d7df0> <http://xmlns.com/foaf/0.1/name> "Y Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> <http://xmlns.com/foaf/0.1/givenName> "Z"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> <http://xmlns.com/foaf/0.1/familyName> "Shi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5529ea646757a6df76f6600c1dcbcdc> <http://xmlns.com/foaf/0.1/name> "Z Shi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-2487c5dce987c2a7881864a822876c64> .
<https://discovery.ucl.ac.uk/id/event/ext-2487c5dce987c2a7881864a822876c64> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Conference> .
<https://discovery.ucl.ac.uk/id/event/ext-2487c5dce987c2a7881864a822876c64> <http://purl.org/dc/terms/title> "The 38th Annual AAAI Conference on Artificial Intelligence"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ProceedingsSectionEPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1756263> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1756263> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://purl.org/dc/elements/1.1/hasVersion> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasAccepted> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1756263> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/1/2401.09334v1.pdf> .
<https://discovery.ucl.ac.uk/id/document/1756263> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/1/2401.09334v1.pdf> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/1/2401.09334v1.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "2401.09334v1.pdf"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1760477> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://eprints.org/relation/isIndexCodesVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/2/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/document/1760477> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/2/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/2/indexcodes.txt> <http://www.w3.org/2000/01/rdf-schema#label> "indexcodes.txt"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1760478> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/3/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/document/1760478> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/3/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/3/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1760479> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/4/preview.jpg> .
<https://discovery.ucl.ac.uk/id/document/1760479> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/4/preview.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/4/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1760480> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/5/medium.jpg> .
<https://discovery.ucl.ac.uk/id/document/1760480> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/5/medium.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/5/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1760481> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://www.w3.org/2000/01/rdf-schema#label> "Large Language Models Are Neurosymbolic Reasoners (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1756263> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10194858/6/small.jpg> .
<https://discovery.ucl.ac.uk/id/document/1760481> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10194858/6/small.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/6/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10194858> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <https://discovery.ucl.ac.uk/id/eprint/10194858/> .
<https://discovery.ucl.ac.uk/id/eprint/10194858/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #10194858 \n\nLarge Language Models Are Neurosymbolic Reasoners\n\n" .
<https://discovery.ucl.ac.uk/id/eprint/10194858/> <http://purl.org/dc/elements/1.1/format> "text/html" .
<https://discovery.ucl.ac.uk/id/eprint/10194858/> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10194858> .