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Bibliographic Details
Main Authors:	Li, Jinyi, Lan, Yihuai, Wang, Lei, Wang, Hao
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2403.17411
Tags:	Add Tag No Tags, Be the first to tag this record!

Harnessing the Plug-and-Play Controller by Prompting
by: Wang, Hao, et al.
Published: (2024)

Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models
by: Chen, Jiaxing, et al.
Published: (2024)

PAS: Data-Efficient Plug-and-Play Prompt Augmentation System
by: Zheng, Miao, et al.
Published: (2024)

Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models
by: Cao, Jiaqi, et al.
Published: (2025)

Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis
by: Tian, Yuanhe, et al.
Published: (2025)

R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models
by: Tu, Shangqing, et al.
Published: (2024)

Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models
by: Li, Miaoran, et al.
Published: (2023)

Variator: Accelerating Pre-trained Models with Plug-and-Play Compression Modules
by: Xiao, Chaojun, et al.
Published: (2023)

Generation-Augmented Generation: A Plug-and-Play Framework for Private Knowledge Injection in Large Language Models
by: Li, Rongji, et al.
Published: (2026)

Plug-and-Play Training Framework for Preference Optimization
by: Ma, Jingyuan, et al.
Published: (2024)

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
by: Deng, Yang, et al.
Published: (2023)

Prompt Compression for Large Language Models: A Survey
by: Li, Zongqian, et al.
Published: (2024)

Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation
by: Ajwani, Rohan Deepak, et al.
Published: (2024)

PromptBench: A Unified Library for Evaluation of Large Language Models
by: Zhu, Kaijie, et al.
Published: (2023)

LLM-KT: Aligning Large Language Models with Knowledge Tracing using a Plug-and-Play Instruction
by: Wang, Ziwei, et al.
Published: (2025)

Dissecting Fine-Tuning Unlearning in Large Language Models
by: Hong, Yihuai, et al.
Published: (2024)

CIP: A Plug-and-Play Causal Prompting Framework for Mitigating Hallucinations under Long-Context Noise
by: Ma, Qingsen, et al.
Published: (2025)

Precise In-Parameter Concept Erasure in Large Language Models
by: Gur-Arieh, Yoav, et al.
Published: (2025)

Dynamic Compressing Prompts for Efficient Inference of Large Language Models
by: Hu, Jinwu, et al.
Published: (2025)

LLMC: Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit
by: Gong, Ruihao, et al.
Published: (2024)

500xCompressor: Generalized Prompt Compression for Large Language Models
by: Li, Zongqian, et al.
Published: (2024)

Prompt2Fingerprint: Plug-and-Play LLM Fingerprinting via Text-to-Weight Generation
by: Chen, Sixu, et al.
Published: (2026)

The Rise of Parameter Specialization for Knowledge Storage in Large Language Models
by: Hong, Yihuai, et al.
Published: (2025)

LLM-Based Agent Society Investigation: Collaboration and Confrontation in Avalon Gameplay
by: Lan, Yihuai, et al.
Published: (2023)

The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction
by: Hong, Yihuai, et al.
Published: (2025)

Sparse Autoencoders as Plug-and-Play Firewalls for Adversarial Attack Detection in VLMs
by: Wang, Hao, et al.
Published: (2026)

DSAS: A Universal Plug-and-Play Framework for Attention Optimization in Multi-Document Question Answering
by: Li, Jiakai, et al.
Published: (2025)

Structured Reasoning for Large Language Models
by: Han, Jinyi, et al.
Published: (2026)

Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding
by: Zhang, Zhenyu, et al.
Published: (2024)

Towards Extreme Pruning of LLMs with Plug-and-Play Mixed Sparsity
by: Xu, Chi, et al.
Published: (2025)

Better Zero-Shot Reasoning with Role-Play Prompting
by: Kong, Aobo, et al.
Published: (2023)

A Survey on Model Compression for Large Language Models
by: Zhu, Xunyu, et al.
Published: (2023)

PromptBridge: Cross-Model Prompt Transfer for Large Language Models
by: Wang, Yaxuan, et al.
Published: (2025)

Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models
by: Liu, Xuyang, et al.
Published: (2025)

Decoupled Alignment for Robust Plug-and-Play Adaptation
by: Luo, Haozheng, et al.
Published: (2024)

A Knowledge Plug-and-Play Test Bed for Open-domain Dialogue Generation
by: Li, Xiangci, et al.
Published: (2024)

EasyDistill: A Comprehensive Toolkit for Effective Knowledge Distillation of Large Language Models
by: Wang, Chengyu, et al.
Published: (2025)

SelfCP: Compressing Over-Limit Prompt via the Frozen Large Language Model Itself
by: Gao, Jun, et al.
Published: (2024)

WalledEval: A Comprehensive Safety Evaluation Toolkit for Large Language Models
by: Gupta, Prannaya, et al.
Published: (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'

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