SentenceVAE: Enable Next-sentence Prediction for Large Language Models with Faster Speed, Higher Accuracy and Longer Context

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	An, Hongjun, Chen, Yifan, Sun, Zhe, Li, Xuelong
Formato:	Preprint
Publicado:	2024
Materias:	Artificial Intelligence Computation and Language
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Physics in Next-token Prediction
por: An, Hongjun, et al.
Publicado: (2024)

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
por: Warner, Benjamin, et al.
Publicado: (2024)

Beyond the Sentence: A Survey on Context-Aware Machine Translation with Large Language Models
por: Appicharla, Ramakrishna, et al.
Publicado: (2025)

Predicting Sentence Acceptability Judgments in Multimodal Contexts
por: Jang, Hyewon, et al.
Publicado: (2026)

On the Relationship between Sentence Analogy Identification and Sentence Structure Encoding in Large Language Models
por: Wijesiriwardene, Thilini, et al.
Publicado: (2023)

SpecFuse: Ensembling Large Language Models via Next-Segment Prediction
por: Lv, Bo, et al.
Publicado: (2024)

Jailbreak Instruction-Tuned LLMs via end-of-sentence MLP Re-weighting
por: Luo, Yifan, et al.
Publicado: (2024)

Think in Sentences: Explicit Sentence Boundaries Enhance Language Model's Capabilities
por: Liu, Zhichen, et al.
Publicado: (2026)

EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts
por: Chaudhury, Subhajit, et al.
Publicado: (2025)

Moving Beyond Next-Token Prediction: Transformers are Context-Sensitive Language Generators
por: Rhee, Phill Kyu
Publicado: (2025)

A Law of Next-Token Prediction in Large Language Models
por: He, Hangfeng, et al.
Publicado: (2024)

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
por: Yang, Wang, et al.
Publicado: (2025)

Single-Pixel Vision-Language Model for Intrinsic Privacy-Preserving Behavioral Intelligence
por: An, Hongjun, et al.
Publicado: (2026)

Context-level Language Modeling by Learning Predictive Context Embeddings
por: Dai, Beiya, et al.
Publicado: (2025)

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding
por: Yang, Xinyu, et al.
Publicado: (2025)

An In-depth Evaluation of Large Language Models in Sentence Simplification with Error-based Human Assessment
por: Wu, Xuanxin, et al.
Publicado: (2024)

Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing
por: Koneru, Sai, et al.
Publicado: (2023)

On Speeding Up Language Model Evaluation
por: Zhou, Jin Peng, et al.
Publicado: (2024)

You Only Fine-tune Once: Many-Shot In-Context Fine-Tuning for Large Language Models
por: He, Wenchong, et al.
Publicado: (2025)

Do Influence Functions Work on Large Language Models?
por: Li, Zhe, et al.
Publicado: (2024)

Information Capacity: Evaluating the Efficiency of Large Language Models via Text Compression
por: Yuan, Cheng, et al.
Publicado: (2025)

Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact Extraction
por: Chen, Jianhao, et al.
Publicado: (2024)

Contextual Clarity: Generating Sentences with Transformer Models using Context-Reverso Data
por: Musaev, Ruslan
Publicado: (2024)

LangVAE and LangSpace: Building and Probing for Language Model VAEs
por: Carvalho, Danilo S., et al.
Publicado: (2025)

A Comparative Study of Demonstration Selection for Practical Large Language Models-based Next POI Prediction
por: Nishida, Ryo, et al.
Publicado: (2026)

Beyond Next Token Prediction: Patch-Level Training for Large Language Models
por: Shao, Chenze, et al.
Publicado: (2024)

Next Concept Prediction in Discrete Latent Space Leads to Stronger Language Models
por: Liu, Yuliang, et al.
Publicado: (2026)

SegNSP: Revisiting Next Sentence Prediction for Linear Text Segmentation
por: Isidro, José, et al.
Publicado: (2026)

Silicon Bureaucracy and AI Test-Oriented Education: Contamination Sensitivity and Score Confidence in LLM Benchmarks
por: Song, Yiliang, et al.
Publicado: (2026)

Unveiling Trust in Multimodal Large Language Models: Evaluation, Analysis, and Mitigation
por: Zhang, Yichi, et al.
Publicado: (2025)

AgentMD: Empowering Language Agents for Risk Prediction with Large-Scale Clinical Tool Learning
por: Jin, Qiao, et al.
Publicado: (2024)

Latent Reasoning via Sentence Embedding Prediction
por: Hwang, Hyeonbin, et al.
Publicado: (2025)

The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models
por: Chen, Yanjun, et al.
Publicado: (2024)

Memory Tokens: Large Language Models Can Generate Reversible Sentence Embeddings
por: Sastre, Ignacio, et al.
Publicado: (2025)

Speed and Conversational Large Language Models: Not All Is About Tokens per Second
por: Conde, Javier, et al.
Publicado: (2025)

Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models
por: Huang, Liangjie, et al.
Publicado: (2025)

CASE-Bench: Context-Aware SafEty Benchmark for Large Language Models
por: Sun, Guangzhi, et al.
Publicado: (2025)

CRANE: Causal Relevance Analysis of Language-Specific Neurons in Multilingual Large Language Models
por: Le, Yifan, et al.
Publicado: (2026)

Near-Lossless Model Compression Enables Longer Context Inference in DNA Large Language Models
por: Zhu, Rui, et al.
Publicado: (2025)

Large Language Models are In-Context Molecule Learners
por: Li, Jiatong, et al.
Publicado: (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
language	"es"
VUFIND_SESSION	"d64876dea6e18d67dffec00fa77205f4"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790860201.9092 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d64876dea6e18d67dffec00fa77205f4" ]`]
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=d64876dea6e18d67dffec00fa77205f4; 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	"42308"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2408_00655/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2408_00655/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790860201.898
REQUEST_TIME	1790860201

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler