Monotropic Artificial Intelligence: Toward a Cognitive Taxonomy of Domain-Specialized Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Filho, Antonio de Sousa Leitão, Filho, Allan Kardec Duailibe Barros, Lima, Fabrício Saul, Santos, Selby Mykael Lima dos, Sousa, Rejani Bandeira Vieira
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Segmentation of the spacecraft transfer problem through overdetermined and continuity constraints based on the Theory of Functional Connections
by: Junior, Allan Kardec de Almeida
Published: (2025)

Validação do Teste Need For Cognition: Um Estudo em Contabilidade Comportamental
by: Raimundo Nonato Lima Filho
Published: (2013)

DELLA CAVA, RALPH. MILAGRE EM JOASEIRO. TRADUÇÃO DE MARIA YEDDA LINHARES. 3ª EDIÇÃO. SÃO PAULO: COMPANHIA DAS LETRAS, 2014.
by: Raquel dos Santos Sousa Lima
Published: (2015)

Reseña de "Rita, a santa do impossível" de Juan Arias
by: Raquel dos Santos Sousa Lima
Published: (2005)

Population dynamics of the yellow piranha Serrasalmus spilopleura Kner, 1858 (Characidae, Serrasalminae) in Amazonian floodplain lakes
by: Fabrício Barros de Sousa
Published: (2013)

APRESENTAÇÃO: A LIGA DO ENSINO NO BRASIL E A REVISTA LIGA DO ENSINO (1883- 1884)
by: Souza Bandeira Filho
Published: (2007)

A taxa de câmbio e os ajustes no saldo da balança comercial brasileira: uma análise setorial da Curva J
by: Hélio Sousa Ramos Filho
Published: (2016)

meriofilho/fishlab-toxicology-calculator: Primeira Versão Oficial
by: Romério Lima Filho
Published: (2026)

A restituição de objetos e coleções aos povos indígenas brasileiros
by: Manuel Lima Filho
Published: (2023)

Ação broncodilatadora do formoterol após 15 dias de tratamento em um paciente com Doença Pulmonar Obstrutiva Crônica
by: Fernando Sergio S. Leitão Filho
Published: (2009)

Power system stress analysis for main grid substations in Brazil
by: Paulo R. Duailibe Monteiro
Published: (2016)

The Artificial Intelligence Act: critical overview
by: Silva, Nuno Sousa e
Published: (2024)

Divulgação da responsabilidade social empresarial: como os websites empresariais vêm sendo utilizados por empresas de energia e varejo
by: José Milton de Sousa Filho
Published: (2007)

REPRESENTAÇÕES SOCIAIS DE ESTUDANTES DE CIÊNCIAS CONTÁBEIS SOBRE A DISCIPLINA DE TEORIA DA CONTABILIDADE
by: Valdecir de Sousa Salgueiro Filho
Published: (2020)

Combination of Raman, Infrared, and X-Ray Energy-Dispersion Spectroscopies and X-Ray Diffraction to Study a Fossilization Process
by: Francisco Eduardo de Sousa Filho
Published: (2011)

Disfunções orofaciais em pacientes infantojuvenis com leucemia aguda
by: Grijalba Rodrigues de Sousa Filho
Published: (2022)

Avaliação do efeito da irradiação micro-ondas no caldo de cana- de-açúcar como tratamento preliminar para produção de açúcar e etanol
by: José Waldir de Sousa Filho
Published: (2015)

ANÁLISE DO COMPORTAMENTO ECOLÓGICO DE ESTUDANTES DE ADMINISTRAÇÃO
by: José Milton de Sousa Filho
Published: (2015)

COMUNICAÇÃO DA RESPONSABILIDADE SOCIAL EMPRESARIAL EM WEBSITES CORPORATIVOS: ESTUDO COMPARADO COM GRANDES EMPRESAS DE PAÍSES EMERGENTES
by: José Milton de Sousa - Filho
Published: (2014)

Strategic Corporate Social Responsibility Management for Competitive Advantage
by: José Milton de Sousa Filho
Published: (2010)

COMUNICAÇÃO DA RESPONSABILIDADE SOCIAL NOS WEBSITES DE DISTRIBUIDORAS DE ENERGIA: UM ESTUDO COMPARADO BRASIL E FRANÇA
by: José Milton de Sousa Filho
Published: (2008)

Percepção e produção da exterioridade: visão, corpo e ser-no-mundo
by: Bandeira, Marcio Leitão
Published: (2026)

Social network analysis against corruption: a study of the public budget related to the Covid-19 pandemic
by: Rafael Sousa Lima
Published: (2022)

Do cemitério à Festa: o rito de Finados em Ocara - CE
by: Filho, João, et al.
Published: (2025)

O PROEJA em Construção: enfrentando desafios políticos e pedagógicos
by: Domingos Leite Lima Filho
Published: (2010)

ACCOUNTABILITY E GOVERNO ELETRÔNICO: UMA ANÁLISE SOBRE A PARTICIPAÇÃO
by: Raimundo Nonato Lima Filho
Published: (2011)

METACOGNIÇÃO E EMPREENDEDORISMO: SER EMPREENDEDOR INFLUENCIA ATITUDES METACOGNITIVAS?
by: Raimundo Nonato Lima Filho
Published: (2014)

Esclarecimento e educação em Kant: a autonomia como projeto de melhoramento humano
by: José Edmar Lima Filho
Published: (2019)

Percepción de los Graduandos en Ciencias Contables de Salvador (BA) Sobre los Conceptos Relevantes de la Teoría de la Contabilidad
by: Raimundo Nonato Lima Filho
Published: (2012)

Expansão da educação superior e da educação profissional no Brasil: tensões e perspectivas
by: Domingos Leite Lima Filho
Published: (2015)

A COMPREENSÃO DOS ESTUDANTES SOBRE O CONCEITO DE PASSIVO AMBIENTAL: UM ESTUDO NOS CURSOS DE CIÊNCIAS CONTÁBEIS EM SALVADOR - BA
by: Raimundo Nonato Lima Filho
Published: (2013)

A FUNDAMENTAÇÃO FILOSÓFICA NA TEOLOGIA TRANSCENDENTAL DE KARL RAHNER
by: José Edmar Lima Filho
Published: (2012)

Reseña de "História da Psicologia Moderna" de D.P. Schultz e S.E. Schultz
by: Alberto Pereira Lima Filho
Published: (2005)

LA ANTROPOLOGÍA Y EL PATRIMONIO cultural en Brasil
by: Manuel Ferreira Lima Filho
Published: (2010)

A ARTE DE SABER FAZER GRAFISMO NAS BONECAS KARAJÁ
by: Manuel Ferreira Lima Filho
Published: (2012)

ANÁLISE DA EFETIVIDADE DE MANEJO DE ÁREAS MARINHAS PROTEGIDAS: UM ESTUDO DO PARQUE ESTADUAL MARINHO DA PEDRA DA RISCA DO MEIO
by: Joseilton Ferreira Lima Filho
Published: (2006)

ESTILO DE APRENDIZAGEM DOS ALUNOS DO CURSO DE CIÊNCIAS CONTÁBEIS
by: Raimundo Nonato Lima Filho
Published: (2016)

Resilience in times of pandemic: A longitudinal study of sustainability indices of the Brazilian Stock Exchange
by: Marcos Filho Lima Bastos
Published: (2024)

Reseña de "Espiritualidade e Prática Clínica" de V. Angerami Camon (org.)
by: Alberto Pereira Lima Filho
Published: (2005)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"99d9ff75d149f58ec3d2de810bf21397"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790847088.2717 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "99d9ff75d149f58ec3d2de810bf21397" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=99d9ff75d149f58ec3d2de810bf21397; ui=standard; language=en"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"47907"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_00350/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2603_00350/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790847088.2674
REQUEST_TIME	1790847088

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"99d9ff75d149f58ec3d2de810bf21397"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790847088.2717 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "99d9ff75d149f58ec3d2de810bf21397" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=99d9ff75d149f58ec3d2de810bf21397; ui=standard; language=en"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"47907"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_00350/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2603_00350/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790847088.2674
REQUEST_TIME	1790847088

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: