BenchmarkCards: Standardized Documentation for Large Language Model Benchmarks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sokol, Anna, Daly, Elizabeth, Hind, Michael, Piorkowski, David, Zhang, Xiangliang, Moniz, Nuno, Chawla, Nitesh
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Conformalized Selective Regression
by: Sokol, Anna, et al.
Published: (2024)

Breaking Language Barriers: Equitable Performance in Multilingual Language Models
by: Nagar, Tanay, et al.
Published: (2025)

Class-Aware Contrastive Optimization for Imbalanced Text Classification
by: Khvatskii, Grigorii, et al.
Published: (2024)

LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs
by: Zhou, Yujun, et al.
Published: (2024)

AutoLLMResearch: Training Research Agents for Automating LLM Experiment Configuration - Learning from Cheap, Optimizing Expensive
by: Guo, Taicheng, et al.
Published: (2026)

Language Models in Dialogue: Conversational Maxims for Human-AI Interactions
by: Miehling, Erik, et al.
Published: (2024)

Large Language Model based Multi-Agents: A Survey of Progress and Challenges
by: Guo, Taicheng, et al.
Published: (2024)

Cards Against LLMs: Benchmarking Humor Alignment in Large Language Models
by: Fettach, Yousra, et al.
Published: (2026)

Capability-Oriented Training Induced Alignment Risk
by: Zhou, Yujun, et al.
Published: (2026)

SMOTExT: SMOTE meets Large Language Models
by: Bystroński, Mateusz, et al.
Published: (2025)

NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning
by: Zhang, Zheyuan, et al.
Published: (2024)

Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge
by: Ye, Jiayi, et al.
Published: (2024)

PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language Models
by: Bao, Han, et al.
Published: (2026)

Fast Explanations via Policy Gradient-Optimized Explainer
by: Pan, Deng, et al.
Published: (2024)

CiteAudit: You Cited It, But Did You Read It? A Benchmark for Verifying Scientific References in the LLM Era
by: Shi, Kaiwen, et al.
Published: (2026)

Automated Benchmark Generation from Domain Guidelines Informed by Bloom's Taxonomy
by: Chen, Si, et al.
Published: (2026)

SocialMaze: A Benchmark for Evaluating Social Reasoning in Large Language Models
by: Xu, Zixiang, et al.
Published: (2025)

Redefining Simplicity: Benchmarking Large Language Models from Lexical to Document Simplification
by: Qiang, Jipeng, et al.
Published: (2025)

Benchmarking Large Language Models for Conversational Question Answering in Multi-instructional Documents
by: Wu, Shiwei, et al.
Published: (2024)

Do Multimodal Large Language Models Understand Welding?
by: Khvatskii, Grigorii, et al.
Published: (2025)

Adaptive Testing for LLM Evaluation: A Psychometric Alternative to Static Benchmarks
by: Li, Peiyu, et al.
Published: (2025)

MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering
by: Lin, Teng, et al.
Published: (2025)

GAF-Guard: An Agentic Framework for Risk Management and Governance in Large Language Models
by: Tirupathi, Seshu, et al.
Published: (2025)

Doc-PP: Document Policy Preservation Benchmark for Large Vision-Language Models
by: Jang, Haeun, et al.
Published: (2026)

AnyLoss: Transforming Classification Metrics into Loss Functions
by: Han, Doheon, et al.
Published: (2024)

Intersectional Divergence: Measuring Fairness in Regression
by: Germino, Joe, et al.
Published: (2025)

Emergent Social Intelligence Risks in Generative Multi-Agent Systems
by: Huang, Yue, et al.
Published: (2026)

Evaluating a Methodology for Increasing AI Transparency: A Case Study
by: Piorkowski, David, et al.
Published: (2022)

DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation
by: Doris, Anna C., et al.
Published: (2024)

A Survey on Large Language Model Benchmarks
by: Ni, Shiwen, et al.
Published: (2025)

Can Large Language Models Master Complex Card Games?
by: Wang, Wei, et al.
Published: (2025)

Benchmarking Benchmark Leakage in Large Language Models
by: Xu, Ruijie, et al.
Published: (2024)

Lost in Benchmarks? Rethinking Large Language Model Benchmarking with Item Response Theory
by: Zhou, Hongli, et al.
Published: (2025)

Benchmarking Linguistic Diversity of Large Language Models
by: Guo, Yanzhu, et al.
Published: (2024)

Estonian Native Large Language Model Benchmark
by: Lillepalu, Helena Grete, et al.
Published: (2025)

Ebisu: Benchmarking Large Language Models in Japanese Finance
by: Peng, Xueqing, et al.
Published: (2026)

Reliable Control-Point Selection for Steering Reasoning in Large Language Models
by: Zhuang, Haomin, et al.
Published: (2026)

Graph Neural Prompting with Large Language Models
by: Tian, Yijun, et al.
Published: (2023)

MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models
by: Liu, Mianxin, 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
ui	"standard"
language	"en"
VUFIND_SESSION	"fd10ab6836619e8e8e3d4ddf681aa9a2"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790963555.6728 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fd10ab6836619e8e8e3d4ddf681aa9a2" ]`]
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	"ui=standard; language=en; VUFIND_SESSION=fd10ab6836619e8e8e3d4ddf681aa9a2"
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	"216.73.217.142"
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	"1629"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2410_12974/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2410_12974/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790963555.6684
REQUEST_TIME	1790963555

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"en"
VUFIND_SESSION	"fd10ab6836619e8e8e3d4ddf681aa9a2"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790963555.6728 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fd10ab6836619e8e8e3d4ddf681aa9a2" ]`]
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	"ui=standard; language=en; VUFIND_SESSION=fd10ab6836619e8e8e3d4ddf681aa9a2"
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	"216.73.217.142"
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	"1629"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2410_12974/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2410_12974/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790963555.6684
REQUEST_TIME	1790963555

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: