When Irregularity Helps: A Subclass Analysis of Inductive Bias in Neural Morphology

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autor principal:	Zhang, Wen
Formato:	Preprint
Publicado:	2026
Materias:	Computation and Language
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Information Locality as an Inductive Bias for Neural Language Models
por: Someya, Taiga, et al.
Publicado: (2025)

Mind Your Moras: Orthography-Aware Error Analysis of Neural Japanese Morphological Generation
por: Zhang, Wen
Publicado: (2026)

Inductive Bias Extraction and Matching for LLM Prompts
por: Angel, Christian M., et al.
Publicado: (2025)

Does Context Help Mitigate Gender Bias in Neural Machine Translation?
por: Gete, Harritxu, et al.
Publicado: (2024)

Evaluating Social Bias in RAG Systems: When External Context Helps and Reasoning Hurts
por: Parihar, Shweta, et al.
Publicado: (2026)

Graph Alignment Topology as an Inductive Bias for Grounding Detection
por: Landes, Paul, et al.
Publicado: (2026)

On the Inductive Bias of Stacking Towards Improving Reasoning
por: Saunshi, Nikunj, et al.
Publicado: (2024)

Character-aware Transformers Learn an Irregular Morphological Pattern Yet None Generalize Like Humans
por: Ramarao, Akhilesh Kakolu, et al.
Publicado: (2026)

Unreliability in Practical Subclasses of Communicating Systems
por: Suresh, Amrita, et al.
Publicado: (2025)

DocNet: Semantic Structure in Inductive Bias Detection Models
por: Zhu, Jessica, et al.
Publicado: (2024)

Structural Abstraction as an Inductive Bias for Non-Stationary Language Model Training
por: Rahmati, Elnaz, et al.
Publicado: (2026)

SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation
por: Lindemann, Matthias, et al.
Publicado: (2023)

Training the Untrainable: Introducing Inductive Bias via Representational Alignment
por: Subramaniam, Vighnesh, et al.
Publicado: (2024)

When Does Monolingual Data Help Multilingual Translation: The Role of Domain and Model Scale
por: Baziotis, Christos, et al.
Publicado: (2023)

When Does Context Help? Error Dynamics of Contextual Information in Large Language Models
por: Wang, Dingzirui, et al.
Publicado: (2026)

When Helpful Context Leaks: Privacy Risks in Domain-Adapted ASR
por: Züfle, Maike, et al.
Publicado: (2026)

When Do "More Contexts" Help with Sarcasm Recognition?
por: Nimase, Ojas, et al.
Publicado: (2024)

Energy-Gated Attention: Spectral Salience as an Inductive Bias for Transformer Attention
por: Zeris, Athanasios
Publicado: (2026)

Soft Inductive Bias Approach via Explicit Reasoning Perspectives in Inappropriate Utterance Detection Using Large Language Models
por: Kim, Ju-Young, et al.
Publicado: (2025)

Winning Strategies for the Synchronization Game on Subclasses of Finite Automata
por: Fernau, Henning, et al.
Publicado: (2024)

The Sword, Shield, and Achilles' Heel: Characterizing the Linguistic Inductive Bias of Large Language Models for Spatial Reasoning in Navigation Planning
por: Zhang, Xudong, et al.
Publicado: (2026)

Prompt Optimization Is a Coin Flip: Diagnosing When It Helps in Compound AI Systems
por: Zhang, Xing, et al.
Publicado: (2026)

Language Models Need Inductive Biases to Count Inductively
por: Chang, Yingshan, et al.
Publicado: (2024)

When Seekers Are Hard to Help: Evaluating Emotional Support Dialogue Systems in Worst-Case Interactions
por: Yang, Jiajie, et al.
Publicado: (2026)

When the Model Said 'No Comment', We Knew Helpfulness Was Dead, Honesty Was Alive, and Safety Was Terrified
por: Kashyap, Gautam Siddharth, et al.
Publicado: (2026)

When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation
por: Ni, Shiyu, et al.
Publicado: (2024)

A Subclass of Mu-Calculus with the Freeze Quantifier Equivalent to Buchi Register Automata
por: Takata, Yoshiaki, et al.
Publicado: (2024)

Neural Morphological Tagging for Nguni Languages
por: Marquard, Cael, et al.
Publicado: (2025)

Large Language Models Help Humans Verify Truthfulness -- Except When They Are Convincingly Wrong
por: Si, Chenglei, et al.
Publicado: (2023)

When "A Helpful Assistant" Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language Models
por: Zheng, Mingqian, et al.
Publicado: (2023)

When Does Demographic Information Help? Data and Modeling Regimes for Perspective-Aware Hate Speech Detection
por: Cai, Weibin, et al.
Publicado: (2026)

SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs
por: Zhao, Sihang, et al.
Publicado: (2026)

Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series
por: Mercatali, Giangiacomo, et al.
Publicado: (2024)

When are Lemons Purple? The Concept Association Bias of Vision-Language Models
por: Yamada, Yutaro, et al.
Publicado: (2022)

Every Little Helps: Building Knowledge Graph Foundation Model with Fine-grained Transferable Multi-modal Tokens
por: Zhang, Yichi, et al.
Publicado: (2026)

When Wording Steers the Evaluation: Framing Bias in LLM judges
por: Hwang, Yerin, et al.
Publicado: (2026)

When Bigger Isn't Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation
por: Huang, Nannan, et al.
Publicado: (2026)

A Survey of Inductive Reasoning for Large Language Models
por: Chen, Kedi, et al.
Publicado: (2025)

When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models
por: Wang, Cheng, et al.
Publicado: (2025)

Cross-lingual, Character-Level Neural Morphological Tagging
por: Cotterell, Ryan, et al.
Publicado: (2017)

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	"es"
VUFIND_SESSION	"9db0ca7bad993737c8d26d38dd23bce7"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790850897.9668 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "9db0ca7bad993737c8d26d38dd23bce7" ]`]
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=es; VUFIND_SESSION=9db0ca7bad993737c8d26d38dd23bce7; 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	"216.73.216.147"
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	"11539"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_20558/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_20558/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790850897.9523
REQUEST_TIME	1790850897

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler