Curriculum Learning for Cross-Lingual Data-to-Text Generation With Noisy Data

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Hari, Kancharla Aditya, Gupta, Manish, Varma, Vasudeva
Format:	Preprint
Publié:	2024
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

BrainStorm @ iREL at #SMM4H 2024: Leveraging Translation and Topical Embeddings for Annotation Detection in Tweets
par: Chaudhary, Manav, et autres
Publié: (2024)

Graph-Guided Passage Retrieval for Author-Centric Structured Feedback
par: Chitale, Maitreya Prafulla, et autres
Publié: (2025)

Towards Understanding the Robustness of LLM-based Evaluations under Perturbations
par: Chaudhary, Manav, et autres
Publié: (2024)

iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain Teasers
par: Gupta, Harshit, et autres
Publié: (2024)

IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning
par: Gupta, Navya, et autres
Publié: (2026)

Universal Cross-Lingual Text Classification
par: Savant, Riya, et autres
Publié: (2024)

Persian-Phi: Efficient Cross-Lingual Adaptation of Compact LLMs via Curriculum Learning
par: Akhlaghi, Amir Mohammad, et autres
Publié: (2025)

LangLingual: A Personalised, Exercise-oriented English Language Learning Tool Leveraging Large Language Models
par: Gupta, Sammriddh, et autres
Publié: (2025)

Think$^{2}$: Grounded Metacognitive Reasoning in Large Language Models
par: Elenjical, Abraham Paul, et autres
Publié: (2026)

Zero-shot Cross-Lingual Transfer for Synthetic Data Generation in Grammatical Error Detection
par: Latouche, Gaetan Lopez, et autres
Publié: (2024)

Toward Generalized Cross-Lingual Hateful Language Detection with Web-Scale Data and Ensemble LLM Annotations
par: Dang, Dang H., et autres
Publié: (2026)

Text2Arch: A Dataset for Generating Scientific Architecture Diagrams from Natural Language Descriptions
par: Garg, Shivank, et autres
Publié: (2026)

Towards Cross-Lingual Audio Abuse Detection in Low-Resource Settings with Few-Shot Learning
par: Sankaran, Aditya Narayan, et autres
Publié: (2024)

Investigating the Effect of Parallel Data in the Cross-Lingual Transfer for Vision-Language Encoders
par: Manea, Andrei-Alexandru, et autres
Publié: (2025)

MERLIN: Multi-Stage Curriculum Alignment for Multilingual Encoder-LLM Integration in Cross-Lingual Reasoning
par: Uemura, Kosei, et autres
Publié: (2025)

CCFQA: A Benchmark for Cross-Lingual and Cross-Modal Speech and Text Factuality Evaluation
par: Du, Yexing, et autres
Publié: (2025)

Toward Cross-Lingual Quality Classifiers for Multilingual Pretraining Data Selection
par: Turki, Yassine, et autres
Publié: (2026)

Cross-Lingual Transfer Learning for Speech Translation
par: Ma, Rao, et autres
Publié: (2024)

Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining
par: Roque, Matthew Theodore, et autres
Publié: (2025)

XL-Suite: Cross-Lingual Synthetic Training and Evaluation Data for Open-Ended Generation
par: Iyer, Vivek, et autres
Publié: (2025)

Structure-Aware Chunking for Tabular Data in Retrieval-Augmented Generation
par: Guttal, Pooja, et autres
Publié: (2026)

Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbor Retrieval with Limited Labeled Data
par: Ghorbanpour, Faeze, et autres
Publié: (2025)

Generalization Measures for Zero-Shot Cross-Lingual Transfer
par: Bassi, Saksham, et autres
Publié: (2024)

Cross-Lingual Knowledge Distillation for Answer Sentence Selection in Low-Resource Languages
par: Gupta, Shivanshu, et autres
Publié: (2023)

Testing Cross-Lingual Text Comprehension In LLMs Using Next Sentence Prediction
par: Chavan, Ritesh Sunil, et autres
Publié: (2025)

Languages are Modalities: Cross-Lingual Alignment via Encoder Injection
par: Agarwal, Rajan, et autres
Publié: (2025)

XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples
par: Lin, Peiqin, et autres
Publié: (2024)

Align, Generate, Learn: A Novel Closed-Loop Framework for Cross-Lingual In-Context Learning
par: Rojas, Mateo Alejandro, et autres
Publié: (2024)

Omnilingual SONAR: Cross-Lingual and Cross-Modal Sentence Embeddings Bridging Massively Multilingual Text and Speech
par: Omnilingual SONAR Team, et autres
Publié: (2026)

Less is More: Pre-Training Cross-Lingual Small-Scale Language Models with Cognitively-Plausible Curriculum Learning Strategies
par: Salhan, Suchir, et autres
Publié: (2024)

Cross-Lingual Text-Rich Visual Comprehension: An Information Theory Perspective
par: Yu, Xinmiao, et autres
Publié: (2024)

Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models
par: Xu, Zixiang, et autres
Publié: (2025)

Why Better Cross-Lingual Alignment Fails for Better Cross-Lingual Transfer: Case of Encoders
par: Veitsman, Yana, et autres
Publié: (2026)

MULTITEXTEDIT: Benchmarking Cross-Lingual Degradation in Text-in-Image Editing
par: Cheng, Liwei, et autres
Publié: (2026)

Semantically Enriched Cross-Lingual Sentence Embeddings for Crisis-related Social Media Texts
par: Lamsal, Rabindra, et autres
Publié: (2024)

Efficient ASR for Low-Resource Languages: Leveraging Cross-Lingual Unlabeled Data
par: Bandarupalli, Srihari, et autres
Publié: (2025)

Untangling the Influence of Typology, Data and Model Architecture on Ranking Transfer Languages for Cross-Lingual POS Tagging
par: Rice, Enora, et autres
Publié: (2025)

POTSA: A Cross-Lingual Speech Alignment Framework for Speech-to-Text Translation
par: Li, Xuanchen, et autres
Publié: (2025)

DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation
par: Wang, Shaohan, et autres
Publié: (2025)

How do Multimodal Foundation Models Encode Text and Speech? An Analysis of Cross-Lingual and Cross-Modal Representations
par: Lee, Hyunji, et autres
Publié: (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"
VUFIND_SESSION	"b7e8b9addcb305bed95cae888fd4898f"
language	"fr"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790888948.1711 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "b7e8b9addcb305bed95cae888fd4898f" ]`]
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=b7e8b9addcb305bed95cae888fd4898f; 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	"216.73.217.142"
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	"63847"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2412_13484/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2412_13484/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790888948.167
REQUEST_TIME	1790888948

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler