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Main Authors:	Borisiuk, Anna, Savchenko, Andrey, Panchenko, Alexander, Tutubalina, Elena
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2602.19612
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The Chronicles of RiDiC: Generating Datasets with Controlled Popularity Distribution for Long-form Factuality Evaluation
by: Braslavski, Pavel, et al.
Published: (2026)

Leveraging LLM Parametric Knowledge for Fact Checking without Retrieval
by: Vazhentsev, Artem, et al.
Published: (2026)

BALI: Enhancing Biomedical Language Representations through Knowledge Graph and Language Model Alignment
by: Sakhovskiy, Andrey, et al.
Published: (2025)

Evolutionary Search for Automated Design of Uncertainty Quantification Methods
by: Seleznyov, Mikhail, et al.
Published: (2026)

The benefits of query-based KGQA systems for complex and temporal questions in LLM era
by: Alekseev, Artem, et al.
Published: (2025)

When Punctuation Matters: A Large-Scale Comparison of Prompt Robustness Methods for LLMs
by: Seleznyov, Mikhail, et al.
Published: (2025)

Team Anotheroption at SemEval-2025 Task 8: Bridging the Gap Between Open-Source and Proprietary LLMs in Table QA
by: Evkarpidi, Nikolas, et al.
Published: (2025)

Confidence Estimation for Error Detection in Text-to-SQL Systems
by: Somov, Oleg, et al.
Published: (2025)

SONAR-LLM: Autoregressive Transformer that Thinks in Sentence Embeddings and Speaks in Tokens
by: Dragunov, Nikita, et al.
Published: (2025)

Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models
by: Liu, Xinxin, et al.
Published: (2024)

Geopolitical biases in LLMs: what are the "good" and the "bad" countries according to contemporary language models
by: Salnikov, Mikhail, et al.
Published: (2025)

SparseGrad: A Selective Method for Efficient Fine-tuning of MLP Layers
by: Chekalina, Viktoriia, et al.
Published: (2024)

One Task Vector is not Enough: A Large-Scale Study for In-Context Learning
by: Tikhonov, Pavel, et al.
Published: (2025)

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

CLEAR: Character Unlearning in Textual and Visual Modalities
by: Dontsov, Alexey, et al.
Published: (2024)

Don't Fight Hallucinations, Use Them: Estimating Image Realism using NLI over Atomic Facts
by: Rykov, Elisei, et al.
Published: (2025)

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders
by: Galichin, Andrey, et al.
Published: (2025)

Emergent Misalignment via In-Context Learning: Narrow in-context examples can produce broadly misaligned LLMs
by: Afonin, Nikita, et al.
Published: (2025)

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models
by: Li, Pengyi, et al.
Published: (2025)

Latent Knowledge as a Predictor of Fact Acquisition in Fine-Tuned Large Language Models
by: Hier, Daniel B., et al.
Published: (2026)

Surprising Efficacy of Fine-Tuned Transformers for Fact-Checking over Larger Language Models
by: Setty, Vinay
Published: (2024)

SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space
by: Zinkovich, Viktoriia, et al.
Published: (2025)

FineDialFact: A benchmark for Fine-grained Dialogue Fact Verification
by: Chen, Xiangyan, et al.
Published: (2025)

Beyond Detection: Rethinking Education in the Age of AI-writing
by: Marina, Maria, et al.
Published: (2026)

MultiParaDetox: Extending Text Detoxification with Parallel Data to New Languages
by: Dementieva, Daryna, et al.
Published: (2024)

<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs
by: Pletenev, Sergey, et al.
Published: (2025)

S3: A Simple Strong Sample-effective Multimodal Dialog System
by: Rykov, Elisei, et al.
Published: (2024)

Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification
by: Fadeeva, Ekaterina, et al.
Published: (2024)

Beyond QA Pairs: Assessing Parameter-Efficient Fine-Tuning for Fact Embedding in LLMs
by: Ratnakar, Shivam, et al.
Published: (2025)

MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts
by: Gu, Tianle, et al.
Published: (2024)

RuCCoD: Towards Automated ICD Coding in Russian
by: Nesterov, Aleksandr, et al.
Published: (2025)

FABLE: Fine-grained Fact Anchoring for Unstructured Model Editing
by: Wang, Peng, et al.
Published: (2026)

LUNE: Efficient LLM Unlearning via LoRA Fine-Tuning with Negative Examples
by: Liu, Yezi, et al.
Published: (2025)

TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks
by: Moskvoretskii, Viktor, et al.
Published: (2024)

On the Impact of Fine-Tuning on Chain-of-Thought Reasoning
by: Lobo, Elita, et al.
Published: (2024)

Evaluating Text Style Transfer: A Nine-Language Benchmark for Text Detoxification
by: Protasov, Vitaly, et al.
Published: (2025)

Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering
by: Lysyuk, Maria, et al.
Published: (2024)

Reviving Your MNEME: Predicting The Side Effects of LLM Unlearning and Fine-Tuning via Sparse Model Diffing
by: Kassem, Aly M., et al.
Published: (2025)

FactLens: Benchmarking Fine-Grained Fact Verification
by: Mitra, Kushan, 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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