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Bibliographic Details
Main Authors:	Zhang, Qi, Zhang, Yiming, Wang, Haobo, Zhao, Junbo
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2402.17355
Tags:	Add Tag No Tags, Be the first to tag this record!

RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering
by: Zhang, Yiming, et al.
Published: (2026)

CYCLE-INSTRUCT: Fully Seed-Free Instruction Tuning via Dual Self-Training and Cycle Consistency
by: Shen, Zhanming, et al.
Published: (2025)

DeltaMem: Towards Agentic Memory Management via Reinforcement Learning
by: Zhang, Qi, et al.
Published: (2026)

DataShield: Safety-degrading Data Filtering for LLM Benign Instruction Fine-Tuning
by: Zhang, Junbo, et al.
Published: (2026)

From Parameters to Data: A Task-Parameter-Guided Fine-Tuning Pipeline for Efficient LLM Alignment
by: Chen, Hao, et al.
Published: (2026)

FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents
by: Xiao, Ruixuan, et al.
Published: (2024)

On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey
by: Long, Lin, et al.
Published: (2024)

DORY: Deliberative Prompt Recovery for LLM
by: Gao, Lirong, et al.
Published: (2024)

A Survey on Data Selection for LLM Instruction Tuning
by: Zhang, Bolin, et al.
Published: (2024)

Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation
by: Xia, Mingxuan, et al.
Published: (2025)

Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning
by: Li, Ming, et al.
Published: (2024)

Data Diversity Matters for Robust Instruction Tuning
by: Bukharin, Alexander, et al.
Published: (2023)

From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
by: Li, Ming, et al.
Published: (2023)

CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning
by: Liu, Yilun, et al.
Published: (2023)

Reporting and Analysing the Environmental Impact of Language Models on the Example of Commonsense Question Answering with External Knowledge
by: Usmanova, Aida, et al.
Published: (2024)

Importance-Aware Data Selection for Efficient LLM Instruction Tuning
by: Jiang, Tingyu, et al.
Published: (2025)

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent
by: Huang, Ziyang, et al.
Published: (2025)

Retrieval Augmented Instruction Tuning for Open NER with Large Language Models
by: Xie, Tingyu, et al.
Published: (2024)

Large-Scale Data Selection for Instruction Tuning
by: Ivison, Hamish, et al.
Published: (2025)

The Knowledge Alignment Problem: Bridging Human and External Knowledge for Large Language Models
by: Zhang, Shuo, et al.
Published: (2023)

Reconstructive Visual Instruction Tuning
by: Wang, Haochen, et al.
Published: (2024)

A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion
by: Shen, Yanzhen, et al.
Published: (2024)

GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models
by: Ruan, Zhiwen, et al.
Published: (2026)

Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric
by: Yang, Yuming, et al.
Published: (2025)

Data Selection for Multi-turn Dialogue Instruction Tuning
by: Li, Bo, et al.
Published: (2026)

DoG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Instruction Wrapping
by: Chen, Yongrui, et al.
Published: (2023)

Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning
by: Li, Ming, et al.
Published: (2024)

Toward Secure Tuning: Mitigating Security Risks from Instruction Fine-Tuning
by: Du, Yanrui, et al.
Published: (2024)

LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization
by: Zhang, Qi, et al.
Published: (2025)

The Best Instruction-Tuning Data are Those That Fit
by: Zhang, Dylan, et al.
Published: (2025)

Thrust: Adaptively Propels Large Language Models with External Knowledge
by: Zhao, Xinran, et al.
Published: (2023)

From Tags to Trees: Structuring Fine-Grained Knowledge for Controllable Data Selection in LLM Instruction Tuning
by: Niu, Zihan, et al.
Published: (2026)

Table as a Modality for Large Language Models
by: Li, Liyao, et al.
Published: (2025)

LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning
by: Ye, Yangfan, et al.
Published: (2025)

EC-Guide: A Comprehensive E-Commerce Guide for Instruction Tuning and Quantization
by: Feng, Zhaopeng, et al.
Published: (2024)

Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models
by: Li, Haoran, et al.
Published: (2024)

MEKiT: Multi-source Heterogeneous Knowledge Injection Method via Instruction Tuning for Emotion-Cause Pair Extraction
by: Mu, Shiyi, et al.
Published: (2025)

Energy-based Automated Model Evaluation
by: Peng, Ru, et al.
Published: (2024)

Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering
by: Jiang, Longquan, et al.
Published: (2025)

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// 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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