Modeling Implicit Conflict Monitoring Mechanisms against Stereotypes in LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Jingshen, Wang, Bo, Fu, Yanlin, Zhao, Dongming, He, Ruifang, Hou, Yuexian, Yu, Zifei
Format:	Preprint
Published:	2026
Subjects:	Social and Information Networks
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Explicit vs. Implicit: Investigating Social Bias in Large Language Models through Self-Reflection
by: Zhao, Yachao, et al.
Published: (2025)

Do LLMs Have the Generalization Ability in Conducting Causal Inference?
by: Wang, Chen, et al.
Published: (2024)

Emergence of Stereotypes and Affective Polarization from Belief Network Dynamics
by: Seckin, Ozgur Can, et al.
Published: (2026)

Beyond Stereotypes: Exploring How Minority College Students Experience Stigma on Reddit
by: Han, Chaeeun, et al.
Published: (2025)

Research on evolution and early warning model of network public opinion based on online Latent Dirichlet distribution model and BP neural network
by: Bao, Qiaozhi, et al.
Published: (2025)

In the Eyes of the Bystander: Are the Stances on Different Conflicts Correlated?
by: Tao, Yiyao, et al.
Published: (2024)

On the Relationship Between Relevance and Conflict in Online Social Link Recommendations
by: Wang, Yanbang, et al.
Published: (2023)

Shifting Patterns of Extremist Discourse on Facebook: Analyzing Trends and Developments During the Israel-Hamas Conflict
by: Nefriana, Rr., et al.
Published: (2026)

LLMs are Introvert
by: Zhang, Litian, et al.
Published: (2025)

Towards Understanding Worldwide Cross-cultural Differences in Implicit Driving Cues: Review, Comparative Analysis, and Research Roadmap
by: Dong, Yongqi, et al.
Published: (2024)

Amplifying Your Social Media Presence: Personalized Influential Content Generation with LLMs
by: Zhao, Yuying, et al.
Published: (2025)

Leveraging Machine Learning to Identify Gendered Stereotypes and Body Image Concerns on Diet and Fitness Online Forums
by: Chu, Minh Duc, et al.
Published: (2024)

The Art of Midwifery in LLMs: Optimizing Role Personas for Large Language Models as Moral Assistants
by: Wu, Yangyi, et al.
Published: (2026)

RA-ICM: A Novel Independent Cascade Model Incorporating User Relationships and Attitudes
by: Li, Xinyu, et al.
Published: (2024)

Framing the Fray: Evaluating Conflict Frames in Indian Election News Coverage
by: Chebrolu, Tejasvi, et al.
Published: (2023)

Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential Recommendation
by: He, Chuan, et al.
Published: (2024)

MORPHEUS: Modeling Role from Personalized Dialogue History by Exploring and Utilizing Latent Space
by: Tang, Yihong, et al.
Published: (2024)

Explicit and Implicit Data Augmentation for Social Event Detection
by: Ma, Congbo, et al.
Published: (2025)

Implicit degree bias in the link prediction task
by: Aiyappa, Rachith, et al.
Published: (2024)

Conflicts of Interest in Published NLP Research 2000-2024
by: Bosten, Maarten, et al.
Published: (2025)

From Post To Personality: Harnessing LLMs for MBTI Prediction in Social Media
by: Ma, Tian, et al.
Published: (2025)

Conflicting narratives and polarization on social media
by: Pournaki, Armin
Published: (2025)

Modeling Trend Dynamics with Variational Neural ODEs for Information Popularity Prediction
by: Wang, Yuchen, et al.
Published: (2026)

Contrastive Learning for Implicit Social Factors in Social Media Popularity Prediction
by: Zhang, Zhizhen, et al.
Published: (2024)

IsamasRed: A Public Dataset Tracking Reddit Discussions on Israel-Hamas Conflict
by: Chen, Kai, et al.
Published: (2024)

Who Should Set the Standards? Analysing Censored Arabic Content on Facebook during the Palestine-Israel Conflict
by: Magdy, Walid, et al.
Published: (2025)

A Comparative Study of Offline Models and Online LLMs in Fake News Detection
by: Xu, Ruoyu, et al.
Published: (2024)

Understanding the Robustness of Graph Neural Networks against Adversarial Attacks
by: Wu, Tao, et al.
Published: (2024)

A Model of Proactive Safety Based on Knowledge Graph
by: Wen, He
Published: (2024)

Inductive Dual-Polarity Modeling via Static-Dynamic Disentanglement for Dynamic Signed Networks
by: Hou, Yikang, et al.
Published: (2026)

Susceptibility of Communities against Low-Credibility Content in Social News Websites
by: Bayiz, Yigit Ege, et al.
Published: (2024)

Information Dissemination Model Based on User Attitude and Public Opinion Environment
by: Li, Xinyu, et al.
Published: (2024)

Dynamic Information Dissemination Model Incorporating Non-Adjacent Node Interaction
by: Li, Xinyu, et al.
Published: (2024)

TGSBM: Transformer-Guided Stochastic Block Model for Link Prediction
by: Yang, Zhejian, et al.
Published: (2026)

Human Mobility Modeling with Household Coordination Activities under Limited Information via Retrieval-Augmented LLMs
by: Liu, Yifan, et al.
Published: (2024)

TAGFN: A Text-Attributed Graph Dataset for Fake News Detection in the Age of LLMs
by: Liu, Kay, et al.
Published: (2025)

From Risk Perception to Behavior Large Language Models-Based Simulation of Pandemic Prevention Behaviors
by: Bo, Lujia, et al.
Published: (2026)

Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity
by: Hou, Yu, et al.
Published: (2024)

LATEX-GCL: Large Language Models (LLMs)-Based Data Augmentation for Text-Attributed Graph Contrastive Learning
by: Yang, Haoran, et al.
Published: (2024)

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	"60b2b6c871811559aafcaaf59c609694"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790712540.9801 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "60b2b6c871811559aafcaaf59c609694" ]`]
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=60b2b6c871811559aafcaaf59c609694; language=en; ui=standard"
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	"10266"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_09647/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_09647/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790712540.9755
REQUEST_TIME	1790712540

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"60b2b6c871811559aafcaaf59c609694"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790712540.9801 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "60b2b6c871811559aafcaaf59c609694" ]`]
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=60b2b6c871811559aafcaaf59c609694; language=en; ui=standard"
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	"10266"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_09647/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_09647/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790712540.9755
REQUEST_TIME	1790712540

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: