Beyond Exponential Decay: Rethinking Error Accumulation in Large Language Models

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Arbuzov, Mikhail L., Bei, Sisong, Dong, Ziwei, Kalaev, Dmitri, Shvets, Alexey A.
Format:	Preprint
Veröffentlicht:	2025
Schlagworte:	Computation and Language
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Telegraph English: Semantic Prompt Compression via Structured Symbolic Rewriting
von: Arbuzov, Mikhail L., et al.
Veröffentlicht: (2026)

The Architecture of Errors: From Universal Impossibility to Patch-Local LLM Reliability
von: Arbuzov, Mikhail L., et al.
Veröffentlicht: (2026)

Estimated Dynamic Equilibrium Model: Supply and Demand as a Sample Path of a Stochastic Process
von: Arbuzov, Mikhail L., et al.
Veröffentlicht: (2026)

Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction
von: Li, Yinghui, et al.
Veröffentlicht: (2024)

Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization
von: Shin, Sungbin, et al.
Veröffentlicht: (2024)

Emo Pillars: Knowledge Distillation to Support Fine-Grained Context-Aware and Context-Less Emotion Classification
von: Shvets, Alexander
Veröffentlicht: (2025)

Rethinking Layer Relevance in Large Language Models Beyond Cosine Similarity
von: Hinostroza, Cristian, et al.
Veröffentlicht: (2026)

Rethinking the Value of Multi-Agent Workflow: A Strong Single Agent Baseline
von: Xu, Jiawei, et al.
Veröffentlicht: (2026)

ConSCompF: Consistency-focused Similarity Comparison Framework for Generative Large Language Models
von: Karev, Alexey, et al.
Veröffentlicht: (2025)

Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
von: Chen, Wenting, et al.
Veröffentlicht: (2025)

Beyond the Surface: Probing the Ideological Depth of Large Language Models
von: Kabir, Shariar, et al.
Veröffentlicht: (2025)

Metadata Conditioned Large Language Models for Localization
von: Mukherjee, Anjishnu, et al.
Veröffentlicht: (2026)

Rethinking STS and NLI in Large Language Models
von: Wang, Yuxia, et al.
Veröffentlicht: (2023)

Large Language Models and Arabic Content: A Review
von: Rhel, Haneh, et al.
Veröffentlicht: (2025)

Talk is (Not) Cheap: A Taxonomy and Benchmark Coverage Audit for LLM Attacks
von: Iyer, Karthik Raghu, et al.
Veröffentlicht: (2026)

Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation
von: Luo, Yingfeng, et al.
Veröffentlicht: (2025)

Knowledge Integration Decay in Search-Augmented Reasoning of Large Language Models
von: Yu, Sangwon, et al.
Veröffentlicht: (2026)

Benchmarking and Rethinking Knowledge Editing for Large Language Models
von: He, Guoxiu, et al.
Veröffentlicht: (2025)

Rethinking Prompt-based Debiasing in Large Language Models
von: Yang, Xinyi, et al.
Veröffentlicht: (2025)

Rethinking Emotion Annotations in the Era of Large Language Models
von: Niu, Minxue, et al.
Veröffentlicht: (2024)

Lens: Rethinking Multilingual Enhancement for Large Language Models
von: Zhao, Weixiang, et al.
Veröffentlicht: (2024)

Rethinking Personalization in Large Language Models at the Token Level
von: Zhang, Chenheng, et al.
Veröffentlicht: (2026)

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models
von: Sakib, Fardin Ahsan, et al.
Veröffentlicht: (2025)

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

Improving Diversity of Commonsense Generation by Large Language Models via In-Context Learning
von: Zhang, Tianhui, et al.
Veröffentlicht: (2024)

Racing Thoughts: Explaining Contextualization Errors in Large Language Models
von: Lepori, Michael A., et al.
Veröffentlicht: (2024)

Beyond Fine-Tuning: Effective Strategies for Mitigating Hallucinations in Large Language Models for Data Analytics
von: Rumiantsau, Mikhail, et al.
Veröffentlicht: (2024)

Error Reflection Prompting: Can Large Language Models Successfully Understand Errors?
von: Li, Jason, et al.
Veröffentlicht: (2025)

Assessing Large Language Models for Online Extremism Research: Identification, Explanation, and New Knowledge
von: Dong, Beidi, et al.
Veröffentlicht: (2024)

SR-LLM: Rethinking the Structured Representation in Large Language Model
von: Zhang, Jiahuan, et al.
Veröffentlicht: (2025)

Rethinking Tokenization: Crafting Better Tokenizers for Large Language Models
von: Yang, Jinbiao
Veröffentlicht: (2024)

Rethinking Generative Large Language Model Evaluation for Semantic Comprehension
von: Wei, Fangyun, et al.
Veröffentlicht: (2024)

Rethinking Machine Unlearning for Large Language Models
von: Liu, Sijia, et al.
Veröffentlicht: (2024)

Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models
von: Tian, Junjiao, et al.
Veröffentlicht: (2024)

Global-Recent Semantic Reasoning on Dynamic Text-Attributed Graphs with Large Language Models
von: Wang, Yunan, et al.
Veröffentlicht: (2025)

Improving Natural Language Capability of Code Large Language Model
von: Li, Wei, et al.
Veröffentlicht: (2024)

VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models
von: Zhang, Ce, et al.
Veröffentlicht: (2025)

Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors
von: Zhao, Raoyuan, et al.
Veröffentlicht: (2025)

SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models
von: Rao, Jun, et al.
Veröffentlicht: (2025)

Dynamic Topic Evolution with Temporal Decay and Attention in Large Language Models
von: Wu, Di, et al.
Veröffentlicht: (2025)

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	"de"
VUFIND_SESSION	"13d103e73c3f9db994d2fb0343e30fe7"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790836390.5705 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "13d103e73c3f9db994d2fb0343e30fe7" ]`]
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=de; VUFIND_SESSION=13d103e73c3f9db994d2fb0343e30fe7"
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	"22731"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2505_24187/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2505_24187/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790836390.5663
REQUEST_TIME	1790836390

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler