Understanding Stakeholders' Perceptions and Needs Across the LLM Supply Chain

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Balayn, Agathe, Corti, Lorenzo, Rancourt, Fanny, Casati, Fabio, Gadiraju, Ujwal
Format:	Preprint
Publié:	2024
Sujets:	Human-Computer Interaction
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

An Empirical Exploration of Trust Dynamics in LLM Supply Chains
par: Balayn, Agathe, et autres
Publié: (2024)

Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant
par: He, Gaole, et autres
Publié: (2025)

Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistant
par: He, Gaole, et autres
Publié: (2025)

Should We Tailor the Talk? Understanding the Impact of Conversational Styles on Preference Elicitation in Conversational Recommender Systems
par: Kostric, Ivica, et autres
Publié: (2025)

Belief Updating and Delegation in Multi-Task Human-AI Interaction: Evidence from Controlled Simulations
par: Biswas, Shreyan, et autres
Publié: (2026)

From Stem to Stern: Contestability Along AI Value Chains
par: Balayn, Agathe, et autres
Publié: (2024)

Everything We Hear: Towards Tackling Misinformation in Podcasts
par: Cherumanal, Sachin Pathiyan, et autres
Publié: (2024)

Know Your Users! Estimating User Domain Knowledge in Conversational Recommenders
par: Kostric, Ivica, et autres
Publié: (2025)

Mind the Gap! Choice Independence in Using Multilingual LLMs for Persuasive Co-Writing Tasks in Different Languages
par: Biswas, Shreyan, et autres
Publié: (2025)

Incentive-Tuning: Understanding and Designing Incentives for Empirical Human-AI Decision-Making Studies
par: Kaur, Simran, et autres
Publié: (2026)

"Label from Somewhere": Reflexive Annotating for Situated AI Alignment
par: Arzberger, Anne, et autres
Publié: (2026)

AI at the Front Lines of Platform Governance: Using LLMs to Support Illegal Content Reporting under the Digital Services Act
par: Sekwenz, Marie-Therese, et autres
Publié: (2026)

The Data-Dollars Tradeoff: Privacy Harms vs. Economic Risk in Personalized AI Adoption
par: Erlei, Alexander, et autres
Publié: (2026)

When Life Gives You AI, Will You Turn It Into A Market for Lemons? Understanding How Information Asymmetries About AI System Capabilities Affect Market Outcomes and Adoption
par: Erlei, Alexander, et autres
Publié: (2026)

Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition
par: He, Gaole, et autres
Publié: (2025)

"Hi. I'm Molly, Your Virtual Interviewer!" -- Exploring the Impact of Race and Gender in AI-powered Virtual Interview Experiences
par: Biswas, Shreyan, et autres
Publié: (2024)

Understanding the Needs of Nonhuman Stakeholders in Design Process: An Overview of and Reflection on Methods
par: Yanlic, Berre Su, et autres
Publié: (2024)

From SERPs to Sound: How Search Engine Result Pages and AI-generated Podcasts Interact to Influence User Attitudes on Controversial Topics
par: Wang, Junjie, et autres
Publié: (2026)

"Would You Want an AI Tutor?" Understanding Stakeholder Perceptions of LLM-based Systems in the Classroom
par: Fuligni, Caterina, et autres
Publié: (2025)

"Even explanations will not help in trusting [this] fundamentally biased system": A Predictive Policing Case-Study
par: Mehrotra, Siddharth, et autres
Publié: (2025)

Understanding Users' Privacy Perceptions Towards LLM's RAG-based Memory
par: Zhang, Shuning, et autres
Publié: (2025)

SCSimulator: An Exploratory Visual Analytics Framework for Partner Selection in Supply Chains through LLM-driven Multi-Agent Simulation
par: Gao, Shenghan, et autres
Publié: (2026)

Discussing Your Needs in VR: A Novel Approach through Persona-based Stakeholder Role-Playing
par: Wang, Yi, et autres
Publié: (2026)

Perfectly to a Tee: Understanding User Perceptions of Personalized LLM-Enhanced Narrative Interventions
par: Bhattacharjee, Ananya, et autres
Publié: (2024)

Shared Control for Game Accessibility: Understanding Current Human Cooperation Practices to Inform the Design of Partial Automation Solutions
par: Ahmetovic, Dragan, et autres
Publié: (2025)

Making the Write Connections: Linking Writing Support Tools with Writer's Needs
par: Zhao, Zixin, et autres
Publié: (2025)

Semantic Zooming and Edge Bundling for Multi-Scale Supply Chain Flow Visualization
par: Li, Songmao, et autres
Publié: (2026)

To Deepfake or Not to Deepfake: Higher Education Stakeholders' Perceptions and Intentions towards Synthetic Media
par: Roe, Jasper, et autres
Publié: (2025)

SHIELD: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply Chain Disruptions
par: Cheng, Zhi-Qi, et autres
Publié: (2024)

Understanding User Needs for Injury Recovery with Augmented Reality
par: Kandel, Jade, et autres
Publié: (2024)

Characterizing LLM-Empowered Personalized Story-Reading and Interaction for Children: Insights from Multi-Stakeholder Perspectives
par: Chen, Jiaju, et autres
Publié: (2025)

"Do I Trust the AI?" Towards Trustworthy AI-Assisted Diagnosis: Understanding User Perception in LLM-Supported Reasoning
par: Xu, Yuansong, et autres
Publié: (2026)

Sometimes You Need Facts, and Sometimes a Hug: Understanding Older Adults' Preferences for Explanations in LLM-Based Conversational AI Systems
par: Mathur, Niharika, et autres
Publié: (2025)

When the Chain Breaks: Interactive Diagnosis of LLM Chain-of-Thought Reasoning Errors
par: Chen, Shiwei, et autres
Publié: (2026)

Understanding, Challenging, and Demystifying Perceptions of Gig Worker Vulnerabilities
par: de Jong, Sander, et autres
Publié: (2025)

Robots, Chatbots, Self-Driving Cars: Perceptions of Mind and Morality Across Artificial Intelligences
par: Ladak, Ali, et autres
Publié: (2025)

Understanding Reader Perception Shifts upon Disclosure of AI Authorship
par: Nakano, Hiroki, et autres
Publié: (2025)

Understanding Professional Needs to Create Privacy-Preserving and Secure Emergent Digital Artworks
par: Lichlyter, Kathryn, et autres
Publié: (2024)

It's a Complete Haystack: Understanding Dependency Management Needs in Computer-Aided Design
par: Cheng, Kathy, et autres
Publié: (2025)

With Friends Like These, Who Needs Explanations? Evaluating User Understanding of Group Recommendations
par: Waterschoot, Cedric, et autres
Publié: (2025)

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	"b106ed1107181a3675582105eb272892"
ui	"standard"
language	"fr"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1791238307.2948 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "b106ed1107181a3675582105eb272892" ]`]
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=b106ed1107181a3675582105eb272892; ui=standard; language=fr"
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	"216.73.216.28"
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	"1381"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2405_16311/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2405_16311/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1791238307.2863
REQUEST_TIME	1791238307

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler