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Main Authors:	Liu, Junjie, Luo, Xi, Wu, Sirong, Sun, Gengchen, Deng, Yuhui
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2501.01284
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A Variational Approach for Mitigating Entity Bias in Relation Extraction
by: Mensah, Samuel, et al.
Published: (2025)

Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning
by: Wu, Xuyang, et al.
Published: (2025)

Identifying and Mitigating Social Bias Knowledge in Language Models
by: Chen, Ruizhe, et al.
Published: (2024)

LFTF: Locating First and Then Fine-Tuning for Mitigating Gender Bias in Large Language Models
by: Qin, Zhanyue, et al.
Published: (2025)

Bias Vector: Mitigating Biases in Language Models with Task Arithmetic Approach
by: Shirafuji, Daiki, et al.
Published: (2024)

Hotter and Colder: A New Approach to Annotating Sentiment, Emotions, and Bias in Icelandic Blog Comments
by: Friðriksdóttir, Steinunn Rut, et al.
Published: (2025)

Investigating Thinking Behaviours of Reasoning-Based Language Models for Social Bias Mitigation
by: Luo, Guoqing, et al.
Published: (2025)

Quantifying and Mitigating Self-Preference Bias of LLM Judges
by: Yang, Jinming, et al.
Published: (2026)

Locating and Mitigating Gender Bias in Large Language Models
by: Cai, Yuchen, et al.
Published: (2024)

Large Language Model Bias Mitigation from the Perspective of Knowledge Editing
by: Chen, Ruizhe, et al.
Published: (2024)

BRIDGE the Gap: Mitigating Bias Amplification in Automated Scoring of English Language Learners via Inter-group Data Augmentation
by: Wang, Yun, et al.
Published: (2026)

Promoting Equality in Large Language Models: Identifying and Mitigating the Implicit Bias based on Bayesian Theory
by: Deng, Yongxin, et al.
Published: (2024)

UniBias: Unveiling and Mitigating LLM Bias through Internal Attention and FFN Manipulation
by: Zhou, Hanzhang, et al.
Published: (2024)

Context-Aware Counterfactual Data Augmentation for Gender Bias Mitigation in Language Models
by: Parihar, Shweta, et al.
Published: (2026)

Steering Towards Fairness: Mitigating Political Bias in LLMs
by: Nadeem, Afrozah, et al.
Published: (2025)

Mitigating Metric Bias in Minimum Bayes Risk Decoding
by: Kovacs, Geza, et al.
Published: (2024)

Mitigating Coordinate Prediction Bias from Positional Encoding Failures
by: Tao, Xingjian, et al.
Published: (2025)

A Data-Centric Approach to Detecting and Mitigating Demographic Bias in Pediatric Mental Health Text: A Case Study in Anxiety Detection
by: Ive, Julia, et al.
Published: (2024)

Hallucination Detection and Hallucination Mitigation: An Investigation
by: Luo, Junliang, et al.
Published: (2024)

From Noisy Traces to Stable Gradients: Bias-Variance Optimized Preference Optimization for Aligning Large Reasoning Models
by: Zhu, Mingkang, et al.
Published: (2025)

Fuzzy Fingerprinting Encoder Pre-trained Language Models for Emotion Recognition in Conversations: Human Assessment and Validity Study
by: Pereira, Patrícia, et al.
Published: (2026)

Mitigating Length Bias in RLHF through a Causal Lens
by: Kim, Hyeonji, et al.
Published: (2025)

An Empirical Survey of Model Merging Algorithms for Social Bias Mitigation
by: Shirafuji, Daiki, et al.
Published: (2025)

Equilibrium Dynamics and Mitigation of Gender Bias in Synthetically Generated Data
by: Kattamuri, Ashish, et al.
Published: (2025)

Likelihood-based Mitigation of Evaluation Bias in Large Language Models
by: Oi, Masanari, et al.
Published: (2024)

High Risk of Political Bias in Black Box Emotion Inference Models
by: Plisiecki, Hubert, et al.
Published: (2024)

Mitigating Bias for Question Answering Models by Tracking Bias Influence
by: Ma, Mingyu Derek, et al.
Published: (2023)

Detecting and Mitigating Bias in LLMs through Knowledge Graph-Augmented Training
by: Kumar, Rajeev, et al.
Published: (2025)

LLM-Guided Synthetic Augmentation (LGSA) for Mitigating Bias in AI Systems
by: Karri, Sai Suhruth Reddy, et al.
Published: (2025)

Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-Judge
by: Fujinuma, Yoshinari
Published: (2025)

Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation
by: Chen, Yangneng, et al.
Published: (2026)

Distance between Relevant Information Pieces Causes Bias in Long-Context LLMs
by: Tian, Runchu, et al.
Published: (2024)

Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs
by: Wei, Kangda, et al.
Published: (2025)

Understanding and Mitigating Tokenization Bias in Language Models
by: Phan, Buu, et al.
Published: (2024)

ImF: Implicit Fingerprint for Large Language Models
by: Wu, Jiaxuan, et al.
Published: (2025)

Mitigating Degree Bias Adaptively with Hard-to-Learn Nodes in Graph Contrastive Learning
by: Hu, Jingyu, et al.
Published: (2025)

Mitigation of Gender and Ethnicity Bias in AI-Generated Stories through Model Explanations
by: Dimgba, Martha O., et al.
Published: (2025)

Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrieval
by: Singh, Karanbir, et al.
Published: (2025)

GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models
by: Zhang, Tao, et al.
Published: (2024)

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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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