Efficient Adaptive Transformer: An Empirical Study and Reproducible Framework

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autore principale:	Miller, Jan
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computation and Language Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference
di: Yamaguchi, Atsuki, et al.
Pubblicazione: (2024)

Unveiling the Learning Mind of Language Models: A Cognitive Framework and Empirical Study
di: Hu, Zhengyu, et al.
Pubblicazione: (2025)

Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
di: Tang, Zecheng, et al.
Pubblicazione: (2026)

Reproducibility Study of "XRec: Large Language Models for Explainable Recommendation"
di: Mishra, Ranjan, et al.
Pubblicazione: (2025)

Parameter Efficient Instruction Tuning: An Empirical Study
di: He, Pengfei
Pubblicazione: (2024)

What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks
di: Huang, Chengrui, et al.
Pubblicazione: (2024)

Rethinking Transformer-based Multi-document Summarization: An Empirical Investigation
di: Ma, Congbo, et al.
Pubblicazione: (2024)

OAgents: An Empirical Study of Building Effective Agents
di: Zhu, He, et al.
Pubblicazione: (2025)

Ensuring Reproducibility in Generative AI Systems for General Use Cases: A Framework for Regression Testing and Open Datasets
di: Morishige, Masumi, et al.
Pubblicazione: (2025)

Dissecting Tool-Integrated Reasoning: An Empirical Study and Analysis
di: Zhao, Yufeng, et al.
Pubblicazione: (2025)

An Empirical Study on Prompt Compression for Large Language Models
di: Zhang, Zheng, et al.
Pubblicazione: (2025)

An Empirical Study of Validating Synthetic Data for Formula Generation
di: Singh, Usneek, et al.
Pubblicazione: (2024)

Algebraic Quantum Intelligence: A New Framework for Reproducible Machine Creativity
di: Yano, Kazuo, et al.
Pubblicazione: (2026)

Foundations of LLM Knowledge Materialization: Termination, Reproducibility, Robustness
di: Giordano, Luca, et al.
Pubblicazione: (2025)

An Empirical Study of Many-to-Many Summarization with Large Language Models
di: Wang, Jiaan, et al.
Pubblicazione: (2025)

Safety Through Reasoning: An Empirical Study of Reasoning Guardrail Models
di: Sreedhar, Makesh Narsimhan, et al.
Pubblicazione: (2025)

Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models
di: Liu, Ruikang, et al.
Pubblicazione: (2025)

Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities
di: Zhao, Weixiang, et al.
Pubblicazione: (2025)

Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models
di: Liu, Shuodi, et al.
Pubblicazione: (2025)

A Proposed S.C.O.R.E. Evaluation Framework for Large Language Models : Safety, Consensus, Objectivity, Reproducibility and Explainability
di: Tan, Ting Fang, et al.
Pubblicazione: (2024)

ADEPT: Adaptive Dynamic Early-Exit Process for Transformers
di: Yoo, Sangmin, et al.
Pubblicazione: (2026)

Projected Compression: Trainable Projection for Efficient Transformer Compression
di: Stefaniak, Maciej, et al.
Pubblicazione: (2025)

Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis
di: Sinha, Sania, et al.
Pubblicazione: (2025)

An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning
di: Kaur, Navdeep, et al.
Pubblicazione: (2025)

Do Prompts Reshape Representations? An Empirical Study of Prompting Effects on Embeddings
di: Gonzalez-Gutierrez, Cesar, et al.
Pubblicazione: (2025)

An Empirical Study of the Role of Incompleteness and Ambiguity in Interactions with Large Language Models
di: Naik, Riya, et al.
Pubblicazione: (2025)

Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs
di: Su, Jinyan, et al.
Pubblicazione: (2025)

LLaMA Beyond English: An Empirical Study on Language Capability Transfer
di: Zhao, Jun, et al.
Pubblicazione: (2024)

Evaluating Large Language Models for Abstract Evaluation Tasks: An Empirical Study
di: Liu, Yinuo, et al.
Pubblicazione: (2026)

An Empirical Study of SFT-DPO Interaction and Parameterization in Small Language Models
di: Feng, Yuming, et al.
Pubblicazione: (2026)

Evaluating Large Language Models on Financial Report Summarization: An Empirical Study
di: Yang, Xinqi, et al.
Pubblicazione: (2024)

Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure
di: Li, Zirui, et al.
Pubblicazione: (2026)

Tandem Transformers for Inference Efficient LLMs
di: S, Aishwarya P, et al.
Pubblicazione: (2024)

Explore the Potential of LLMs in Misinformation Detection: An Empirical Study
di: Chen, Mengyang, et al.
Pubblicazione: (2023)

The Thinking Spectrum: An Empirical Study of Tunable Reasoning in LLMs through Model Merging
di: Lan, Xiaochong, et al.
Pubblicazione: (2025)

Large Language Models as Universal Predictors? An Empirical Study on Small Tabular Datasets
di: Pavlidis, Nikolaos, et al.
Pubblicazione: (2025)

The Dunning-Kruger Effect in Large Language Models: An Empirical Study of Confidence Calibration
di: Ghosh, Sudipta, et al.
Pubblicazione: (2026)

Investigating Persuasion Techniques in Arabic: An Empirical Study Leveraging Large Language Models
di: Alzahrani, Abdurahmman, et al.
Pubblicazione: (2024)

Nomic Embed: Training a Reproducible Long Context Text Embedder
di: Nussbaum, Zach, et al.
Pubblicazione: (2024)

Latent Trajectory Dynamics in Large Language Models: A Manifold Evolution Framework with Empirical Validation
di: Zhang, Yukun, et al.
Pubblicazione: (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	"it"
VUFIND_SESSION	"13d103e73c3f9db994d2fb0343e30fe7"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790836463.0978 "_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=it; 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	"6866"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_12856/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_12856/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790836463.0934
REQUEST_TIME	1790836463

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler