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Bibliographic Details
Main Authors:	Lei, Haodi, Li, Yafu, Zhang, Haoran, Zhang, Shunkai, Cheng, Qianjia, Qu, Xiaoye, Cui, Ganqu, Zhou, Bowen, Ding, Ning, Luo, Yun, Cheng, Yu
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2605.29343
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Teaching Thinking Models to Reason with Tools: A Full-Pipeline Recipe for Tool-Integrated Reasoning
by: Cheng, Qianjia, et al.
Published: (2026)

Characterizing, Evaluating, and Optimizing Complex Reasoning
by: Zhang, Haoran, et al.
Published: (2026)

New Skills or Sharper Primitives? A Probabilistic Perspective on the Emergence of Reasoning in RLVR
by: Wang, Zhilin, et al.
Published: (2026)

Learning to Reason under Off-Policy Guidance
by: Yan, Jianhao, et al.
Published: (2025)

Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling
by: Li, Yafu, et al.
Published: (2026)

OmniOPD: Logit-Free On-Policy Distillation via Speculative Verification
by: Zhou, Yuhang, et al.
Published: (2026)

Learning to Draft: Adaptive Speculative Decoding with Reinforcement Learning
by: Zhang, Jiebin, et al.
Published: (2026)

Bridging Draft Policy Misalignment: Group Tree Optimization for Speculative Decoding
by: Hu, Shijing, et al.
Published: (2025)

SEE: Continual Fine-tuning with Sequential Ensemble of Experts
by: Wang, Zhilin, et al.
Published: (2025)

PEARL: Parallel Speculative Decoding with Adaptive Draft Length
by: Liu, Tianyu, et al.
Published: (2024)

Cost-Aware Diffusion Draft Trees for Speculative Decoding
by: Zhang, Shuai, et al.
Published: (2026)

Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning
by: Wang, Futing, et al.
Published: (2026)

Flatter Tokens are More Valuable for Speculative Draft Model Training
by: Fan, Jiaming, et al.
Published: (2026)

Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding
by: Huang, Jianuo, et al.
Published: (2026)

DFlare: Scaling Up Draft Capacity for Block Diffusion Speculative Decoding
by: Zhang, Jiebin, et al.
Published: (2026)

Test-Time Preference Optimization: On-the-Fly Alignment via Iterative Textual Feedback
by: Li, Yafu, et al.
Published: (2025)

OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure
by: Wang, Jikai, et al.
Published: (2024)

Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
by: Wang, Zilong, et al.
Published: (2024)

Adaptive Draft-Verification for Efficient Large Language Model Decoding
by: Liu, Xukun, et al.
Published: (2024)

SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding
by: Sun, Ryan, et al.
Published: (2024)

Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models
by: Fu, Tingchen, et al.
Published: (2025)

FaithRL: Learning to Reason Faithfully through Step-Level Faithfulness Maximization
by: Gui, Runquan, et al.
Published: (2026)

Accelerating Speculative Decoding with Block Diffusion Draft Trees
by: Ringel, Liran, et al.
Published: (2026)

Scaling Physical Reasoning with the PHYSICS Dataset
by: Zheng, Shenghe, et al.
Published: (2025)

Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding
by: Zhao, Weilin, et al.
Published: (2024)

TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding
by: Wu, Zhaoxuan, et al.
Published: (2025)

Cascade Speculative Drafting for Even Faster LLM Inference
by: Chen, Ziyi, et al.
Published: (2023)

Towards an AI Musician: Synthesizing Sheet Music Problems for Musical Reasoning
by: Wang, Zhilin, et al.
Published: (2025)

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting
by: Shi, Weijie, et al.
Published: (2026)

SpecTr-GBV: Multi-Draft Block Verification Accelerating Speculative Decoding
by: Lin, Yijun, et al.
Published: (2026)

FastDraft: How to Train Your Draft
by: Zafrir, Ofir, et al.
Published: (2024)

AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures
by: Zhang, Situo, et al.
Published: (2024)

MineDraft: A Framework for Batch Parallel Speculative Decoding
by: Tang, Zhenwei, et al.
Published: (2026)

FlexDraft: Flexible Speculative Decoding via Attention Tuning and Bonus-Guided Calibration
by: Zhang, Yaojie, et al.
Published: (2026)

PRISM: Parametrically Refactoring Inference for Speculative Sampling Draft Models
by: Wang, Xuliang, et al.
Published: (2026)

POSS: Position Specialist Generates Better Draft for Speculative Decoding
by: Huang, Langlin, et al.
Published: (2025)

Draft on the Fly: Adaptive Self-Speculative Decoding using Cosine Similarity
by: Metel, Michael R., et al.
Published: (2024)

Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding
by: Zhang, Jun, et al.
Published: (2023)

KOALA: Enhancing Speculative Decoding for LLM via Multi-Layer Draft Heads with Adversarial Learning
by: Zhang, Kaiqi, 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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