ZTab: Domain-based Zero-shot Annotation for Table Columns

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Hoseinzade, Ehsan, Wang, Ke
Formato:	Preprint
Publicado:	2026
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

TabEmb: Joint Semantic-Structure Embedding for Table Annotation
por: Hoseinzade, Ehsan, et al.
Publicado: (2026)

Graph Neural Network Approach to Semantic Type Detection in Tables
por: Hoseinzade, Ehsan, et al.
Publicado: (2024)

Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction
por: Mehrabian, Ali, et al.
Publicado: (2024)

GRIT: Graph-Regularized Logit Refinement for Zero-shot Cell Type Annotation
por: Hu, Tianxiang, et al.
Publicado: (2025)

Zero-shot Factual Consistency Evaluation Across Domains
por: Agarwal, Raunak
Publicado: (2024)

TabPFN for Zero-shot Parametric Engineering Design Generation
por: Wang, Ke, et al.
Publicado: (2026)

TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs
por: Zhang, Yucheng, et al.
Publicado: (2025)

Evaluating the Factuality of Zero-shot Summarizers Across Varied Domains
por: Ramprasad, Sanjana, et al.
Publicado: (2024)

Large Language Models for Zero-shot Inference of Causal Structures in Biology
por: Newsham, Izzy, et al.
Publicado: (2025)

ZeroG: Investigating Cross-dataset Zero-shot Transferability in Graphs
por: Li, Yuhan, et al.
Publicado: (2024)

Zero-shot Forecasting by Simulation Alone
por: Oreshkin, Boris N., et al.
Publicado: (2026)

Bringing Graphs to the Table: Zero-shot Node Classification via Tabular Foundation Models
por: Hayler, Adrian, et al.
Publicado: (2025)

Zero-shot Model-based Reinforcement Learning using Large Language Models
por: Benechehab, Abdelhakim, et al.
Publicado: (2024)

SIDA: Synthetic Image Driven Zero-shot Domain Adaptation
por: Kim, Ye-Chan, et al.
Publicado: (2025)

Salutary Labeling with Zero Human Annotation
por: Xiao, Wenxiao, et al.
Publicado: (2024)

Differentially Private In-context Learning via Sampling Few-shot Mixed with Zero-shot Outputs
por: Flemings, James, et al.
Publicado: (2025)

Zero-shot and Few-shot Generation Strategies for Artificial Clinical Records
por: Frayling, Erlend, et al.
Publicado: (2024)

Zero-shot World Models via Search in Memory
por: Malato, Federico, et al.
Publicado: (2025)

ControlSpeech: Towards Simultaneous and Independent Zero-shot Speaker Cloning and Zero-shot Language Style Control
por: Ji, Shengpeng, et al.
Publicado: (2024)

AutoCast++: Enhancing World Event Prediction with Zero-shot Ranking-based Context Retrieval
por: Yan, Qi, et al.
Publicado: (2023)

SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction
por: Towle, Benjamin, et al.
Publicado: (2024)

ZeroED: Hybrid Zero-shot Error Detection through Large Language Model Reasoning
por: Ni, Wei, et al.
Publicado: (2025)

Switching Successor Measures for Hierarchical Zero-shot Reinforcement Learning
por: Stojanovic, Stefan, et al.
Publicado: (2026)

ZEBRA: Zero-shot Budgeted Resource Allocation for LLM Orchestration
por: Hamri, May, et al.
Publicado: (2026)

Zero-shot Generalization in Inventory Management: Train, then Estimate and Decide
por: Temizöz, Tarkan, et al.
Publicado: (2024)

ZEUS: Zero-shot Embeddings for Unsupervised Separation of Tabular Data
por: Marszałek, Patryk, et al.
Publicado: (2025)

Zero-shot Active Learning Using Self Supervised Learning
por: Sinha, Abhishek, et al.
Publicado: (2024)

Cooperative Open-ended Learning Framework for Zero-shot Coordination
por: Li, Yang, et al.
Publicado: (2023)

Zero-shot domain adaptation based on dual-level mix and contrast
por: Zhe, Yu, et al.
Publicado: (2024)

Exploring Meta Information for Audio-based Zero-shot Bird Classification
por: Gebhard, Alexander, et al.
Publicado: (2023)

DiZiNER: Disagreement-guided Instruction Refinement via Pilot Annotation Simulation for Zero-shot Named Entity Recognition
por: Kim, Siun, et al.
Publicado: (2026)

BlitzRank: Principled Zero-shot Ranking Agents with Tournament Graphs
por: Agrawal, Sheshansh, et al.
Publicado: (2026)

Robustness to Subpopulation Shift with Domain Label Noise via Regularized Annotation of Domains
por: Stromberg, Nathan, et al.
Publicado: (2024)

TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting
por: Zhang, Huanyu, et al.
Publicado: (2024)

Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts
por: Niu, Chaoxi, et al.
Publicado: (2024)

Local LLM Ensembles for Zero-shot Portuguese Named Entity Recognition
por: Sarcinelli, João Lucas Luz Lima, et al.
Publicado: (2025)

Zero-shot forecasting of chaotic systems
por: Zhang, Yuanzhao, et al.
Publicado: (2024)

Zero-shot Imitation Learning by Latent Topology Mapping
por: Jacobson, Maxwell J., et al.
Publicado: (2026)

Enhancing Semi-supervised Learning with Zero-shot Pseudolabels
por: Chung, Jichan, et al.
Publicado: (2025)

Fair Column Subset Selection
por: Matakos, Antonis, et al.
Publicado: (2023)

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"
VUFIND_SESSION	"ed76789417e352e3e983bb8391524723"
language	"es"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867803.4645 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "ed76789417e352e3e983bb8391524723" ]`]
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; VUFIND_SESSION=ed76789417e352e3e983bb8391524723; language=es"
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	"61606"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_11436/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_11436/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867803.4593
REQUEST_TIME	1790867803

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler