HelloFresh: LLM Evaluations on Streams of Real-World Human Editorial Actions across X Community Notes and Wikipedia edits

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Franzmeyer, Tim, Shtedritski, Aleksandar, Albanie, Samuel, Torr, Philip, Henriques, João F., Foerster, Jakob N.
Format:	Preprint
Veröffentlicht:	2024
Schlagworte:	Machine Learning
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Select to Perfect: Imitating desired behavior from large multi-agent data
von: Franzmeyer, Tim, et al.
Veröffentlicht: (2024)

Dataset de recetas de HelloFresh España
von: Arenas Villanueva, Javier, et al.
Veröffentlicht: (2026)

Illusory Attacks: Information-Theoretic Detectability Matters in Adversarial Attacks
von: Franzmeyer, Tim, et al.
Veröffentlicht: (2022)

TuCo: Measuring the Contribution of Fine-Tuning to Individual Responses of LLMs
von: Nuti, Felipe, et al.
Veröffentlicht: (2025)

What an Elegant Bridge: Multilingual LLMs are Biased Similarly in Different Languages
von: Mihaylov, Viktor, et al.
Veröffentlicht: (2024)

Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection
von: Nasvytis, Linas, et al.
Veröffentlicht: (2024)

SHIC: Shape-Image Correspondences with no Keypoint Supervision
von: Shtedritski, Aleksandar, et al.
Veröffentlicht: (2024)

SynCity: Training-Free Generation of 3D Worlds
von: Engstler, Paul, et al.
Veröffentlicht: (2025)

Select2Plan: Training-Free ICL-Based Planning through VQA and Memory Retrieval
von: Buoso, Davide, et al.
Veröffentlicht: (2024)

Efficient Lifelong Model Evaluation in an Era of Rapid Progress
von: Prabhu, Ameya, et al.
Veröffentlicht: (2024)

AI & Human Co-Improvement for Safer Co-Superintelligence
von: Weston, Jason, et al.
Veröffentlicht: (2025)

A SOUND APPROACH: Using Large Language Models to generate audio descriptions for egocentric text-audio retrieval
von: Oncescu, Andreea-Maria, et al.
Veröffentlicht: (2024)

Learning Camera Movement Control from Real-World Drone Videos
von: Hou, Yunzhong, et al.
Veröffentlicht: (2024)

High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning
von: Franzmeyer, Tim, et al.
Veröffentlicht: (2025)

'Hello, World!': Making GNNs Talk with LLMs
von: Kim, Sunwoo, et al.
Veröffentlicht: (2025)

Prompting a Pretrained Transformer Can Be a Universal Approximator
von: Petrov, Aleksandar, et al.
Veröffentlicht: (2024)

When Do Prompting and Prefix-Tuning Work? A Theory of Capabilities and Limitations
von: Petrov, Aleksandar, et al.
Veröffentlicht: (2023)

TICKing All the Boxes: Generated Checklists Improve LLM Evaluation and Generation
von: Cook, Jonathan, et al.
Veröffentlicht: (2024)

JaxUED: A simple and useable UED library in Jax
von: Coward, Samuel, et al.
Veröffentlicht: (2024)

Hello, world!
von: Chiang, Tai-Wei
Veröffentlicht: (2025)

Hello world
von: Qu, Chenyang
Veröffentlicht: (2026)

Hello, Dolly
Veröffentlicht: (1997)

Hello 2

Hello 4

LLM Agents Are the Antidote to Walled Gardens
von: Marro, Samuele, et al.
Veröffentlicht: (2025)

No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance
von: Udandarao, Vishaal, et al.
Veröffentlicht: (2024)

Reinforcement Learning for Quantum Control under Physical Constraints
von: Ernst, Jan Ole, et al.
Veröffentlicht: (2025)

How Long Is a Piece of String? A Brief Empirical Analysis of Tokenizers
von: Roberts, Jonathan, et al.
Veröffentlicht: (2026)

Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks?
von: Roberts, Jonathan, et al.
Veröffentlicht: (2024)

GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models
von: Roberts, Jonathan, et al.
Veröffentlicht: (2024)

Hello Friends, Cantemos
von: Carlos Poveda, Juan
Veröffentlicht: (2024)

India. Hello, word
Veröffentlicht: (1995)

Single LLM Debate, MoLaCE: Mixture of Latent Concept Experts Against Confirmation Bias
von: Kim, Hazel, et al.
Veröffentlicht: (2025)

Princ-wiki-a Mathematica: Wikipedia editing and mathematics
von: Eppstein, David, et al.
Veröffentlicht: (2024)

AgentBreeder: Mitigating the AI Safety Risks of Multi-Agent Scaffolds via Self-Improvement
von: Rosser, J, et al.
Veröffentlicht: (2025)

DéjàQ: Open-Ended Evolution of Diverse, Learnable and Verifiable Problems
von: Röpke, Willem, et al.
Veröffentlicht: (2026)

GAMEBoT: Transparent Assessment of LLM Reasoning in Games
von: Lin, Wenye, et al.
Veröffentlicht: (2024)

Hello Again! LLM-powered Personalized Agent for Long-term Dialogue
von: Li, Hao, et al.
Veröffentlicht: (2024)

Hello IM, Goodbye TTY
von: Bell, Lori, et al.
Veröffentlicht: (2006)

Evolving Many Worlds: Towards Open-Ended Discovery in Petri Dish NCA via Population-Based Training
von: Berdica, Uljad, et al.
Veröffentlicht: (2026)

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
language	"de"
VUFIND_SESSION	"983543fdd983936aa04810a886411578"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790983643.8702 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "983543fdd983936aa04810a886411578" ]`]
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	"language=de; VUFIND_SESSION=983543fdd983936aa04810a886411578; 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	"216.73.217.142"
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	"21654"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2406_03428/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2406_03428/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790983643.8657
REQUEST_TIME	1790983643

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler