Scientific Logicality Enriched Methodology for LLM Reasoning: A Practice in Physics

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Yu, Zhaoxin, Xu, Nan, Chen, Kun, Zhao, Jiahao, Wang, Lei, Mao, Wenji
Format:	Preprint
Publié:	2026
Sujets:	Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

APEX-Searcher: Refining Credit Assignment with Subgoaling for Agentic Retrieval-Augmented Generation
par: Chen, Kun, et autres
Publié: (2026)

SurveyEval: Towards Comprehensive Evaluation of LLM-Generated Academic Surveys
par: Zhao, Jiahao, et autres
Publié: (2025)

DEMO: Reframing Dialogue Interaction with Fine-grained Element Modeling
par: Wang, Minzheng, et autres
Publié: (2024)

OmniScience: A Domain-Specialized LLM for Scientific Reasoning and Discovery
par: Prabhakar, Vignesh, et autres
Publié: (2025)

P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads
par: Luo, Yun, et autres
Publié: (2026)

ReportLogic: Evaluating Logical Quality in Deep Research Reports
par: Zhao, Jujia, et autres
Publié: (2026)

Co-evolving Agent Architectures and Interpretable Reasoning for Automated Optimization
par: Huang, Jiahao, et autres
Publié: (2026)

Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
par: Zhang, Xinglang, et autres
Publié: (2026)

YAYI-UIE: A Chat-Enhanced Instruction Tuning Framework for Universal Information Extraction
par: Xiao, Xinglin, et autres
Publié: (2023)

Logics-STEM: Empowering LLM Reasoning via Failure-Driven Post-Training and Document Knowledge Enhancement
par: Xu, Mingyu, et autres
Publié: (2026)

GPO: Learning from Critical Steps to Improve LLM Reasoning
par: Yu, Jiahao, et autres
Publié: (2025)

Adaptive Selection of Symbolic Languages for Improving LLM Logical Reasoning
par: Wang, Xiangyu, et autres
Publié: (2025)

Robust Answers, Fragile Logic: Probing the Decoupling Hypothesis in LLM Reasoning
par: Jiang, Enyi, et autres
Publié: (2025)

Meow: End-to-End Outline Writing for Automatic Academic Survey
par: Ma, Zhaoyu, et autres
Publié: (2025)

Metacognition as Reward: Reinforcing LLM Reasoning via Knowledge and Regulation Signals
par: Chen, Sirui, et autres
Publié: (2026)

Logic Jailbreak: Efficiently Unlocking LLM Safety Restrictions Through Formal Logical Expression
par: Peng, Jingyu, et autres
Publié: (2025)

Draw with Thought: Unleashing Multimodal Reasoning for Scientific Diagram Generation
par: Cui, Zhiqing, et autres
Publié: (2025)

On LLM-Based Scientific Inductive Reasoning Beyond Equations
par: Lin, Brian S., et autres
Publié: (2025)

FloCA: Towards Faithful and Logically Consistent Flowchart Reasoning
par: Zou, Jinzi, et autres
Publié: (2026)

QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning
par: Qu, Songxin, et autres
Publié: (2026)

Improving LLM Reasoning via Dependency-Aware Query Decomposition and Logic-Parallel Content Expansion
par: Gao, Xianjun, et autres
Publié: (2025)

Boosting LLM Reasoning via Spontaneous Self-Correction
par: Zhao, Xutong, et autres
Publié: (2025)

From Utterance to Vividity: Training Expressive Subtitle Translation LLM via Adaptive Local Preference Optimization
par: Cui, Chaoqun, et autres
Publié: (2026)

GeoMind: An Agentic Workflow for Lithology Classification with Reasoned Tool Invocation
par: Zhou, Yitong, et autres
Publié: (2026)

DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy
par: Sun, Hongda, et autres
Publié: (2023)

Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation
par: Bi, Zhen, et autres
Publié: (2025)

Distilling LLM Reasoning into Graph of Concept Predictors
par: Yu, Ziyang, et autres
Publié: (2026)

AssertLLM2: A Comprehensive LLM Benchmark for Assertion Generation from Design Specifications
par: Wu, Yuchao, et autres
Publié: (2026)

Understanding LLM Scientific Reasoning through Promptings and Model's Explanation on the Answers
par: Rueda, Alice, et autres
Publié: (2025)

A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking
par: Wang, Shuai, et autres
Publié: (2021)

Adaptive Social Learning via Mode Policy Optimization for Language Agents
par: Wang, Minzheng, et autres
Publié: (2025)

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
par: Yan, Yibo, et autres
Publié: (2025)

A Neuro-Symbolic Framework for Reasoning under Perceptual Uncertainty: Bridging Continuous Perception and Discrete Symbolic Planning
par: Wu, Jiahao, et autres
Publié: (2025)

$A^3$-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation
par: Zhang, Jian, et autres
Publié: (2026)

Empowering LLMs with Logical Reasoning: A Comprehensive Survey
par: Cheng, Fengxiang, et autres
Publié: (2025)

Benchmarking LLMs for Fine-Grained Code Review with Enriched Context in Practice
par: Hu, Ruida, et autres
Publié: (2025)

OMNIFLOW: A Physics-Grounded Multimodal Agent for Generalized Scientific Reasoning
par: Wu, Hao, et autres
Publié: (2026)

LogicLens: Visual-Logical Co-Reasoning for Text-Centric Forgery Analysis
par: Zeng, Fanwei, et autres
Publié: (2025)

ReCrit: Transition-Aware Reinforcement Learning for Scientific Critic Reasoning
par: Xu, Wanghan, et autres
Publié: (2026)

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond
par: Liu, Junteng, et autres
Publié: (2025)

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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"fr"
VUFIND_SESSION	"3370962c5babf7ac4dc8de4f124eb6c7"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790856747.0867 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "3370962c5babf7ac4dc8de4f124eb6c7" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"language=fr; VUFIND_SESSION=3370962c5babf7ac4dc8de4f124eb6c7; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"22106"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_17104/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_17104/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790856747.0789
REQUEST_TIME	1790856747

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler