ELAIPBench: A Benchmark for Expert-Level Artificial Intelligence Paper Understanding

Fuente: arXiv

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Bibliographic Details
Main Authors:	Dai, Xinbang, Hu, Huikang, Chen, Yongrui, Li, Jiaqi, Jin, Rihui, Zhang, Yuyang, Li, Xiaoguang, Shang, Lifeng, Qi, Guilin
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
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After Retrieval, Before Generation: Enhancing the Trustworthiness of Large Language Models in Retrieval-Augmented Generation
by: Dai, Xinbang, et al.
Published: (2025)

Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge
by: Chen, Yongrui, et al.
Published: (2025)

Table-r1: Self-supervised and Reinforcement Learning for Program-based Table Reasoning in Small Language Models
by: Jin, Rihui, et al.
Published: (2025)

HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding
by: Jin, Rihui, et al.
Published: (2024)

Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems
by: Zhang, Yuxin, et al.
Published: (2025)

Large Language Models Can Better Understand Knowledge Graphs Than We Thought
by: Dai, Xinbang, et al.
Published: (2024)

Pandora: Leveraging Code-driven Knowledge Transfer for Unified Structured Knowledge Reasoning
by: Chen, Yongrui, et al.
Published: (2025)

MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing
by: Li, Jiaqi, et al.
Published: (2024)

Can Large Language Models Understand DL-Lite Ontologies? An Empirical Study
by: Wang, Keyu, et al.
Published: (2024)

MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
by: Zuo, Yuxin, et al.
Published: (2025)

Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
by: Li, Jiaqi, et al.
Published: (2024)

DocPuzzle: A Process-Aware Benchmark for Evaluating Realistic Long-Context Reasoning Capabilities
by: Zhuang, Tianyi, et al.
Published: (2025)

MATEval: A Multi-Agent Discussion Framework for Advancing Open-Ended Text Evaluation
by: Li, Yu, et al.
Published: (2024)

Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data
by: Min, Dehai, et al.
Published: (2024)

Retrieval-based Disentangled Representation Learning with Natural Language Supervision
by: Zhou, Jiawei, et al.
Published: (2022)

Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs
by: Li, Yu, et al.
Published: (2025)

VoiceAgentEval: A Dual-Dimensional Benchmark for Expert-Level Intelligent Voice-Agent Evaluation of Xbench's Professional-Aligned Series
by: Xu, Pengyu, et al.
Published: (2025)

Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGI
by: Pfister, Rolf, et al.
Published: (2025)

Same Signal, Opposite Meaning: Direction-Informed Adaptive Learning for LLM Agents
by: Li, Ziming, et al.
Published: (2026)

Mastering Olympiad-Level Physics with Artificial Intelligence
by: Jian, Dong-Shan, et al.
Published: (2025)

MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
by: Zhao, Yilun, et al.
Published: (2025)

Deep-Sea A*+: An Advanced Path Planning Method Integrating Enhanced A* and Dynamic Window Approach for Autonomous Underwater Vehicles
by: Lai, Yinyi, et al.
Published: (2024)

DiscoX: Benchmarking Discourse-Level Translation task in Expert Domains
by: Zhao, Xiying, et al.
Published: (2025)

UIS-Digger: Towards Comprehensive Research Agent Systems for Real-world Unindexed Information Seeking
by: Liu, Chang, et al.
Published: (2026)

Understanding Biology in the Age of Artificial Intelligence
by: Lawrence, Elsa, et al.
Published: (2024)

Towards Objectively Benchmarking Social Intelligence for Language Agents at Action Level
by: Wang, Chenxu, et al.
Published: (2024)

Embodied Intelligence: The Key to Unblocking Generalized Artificial Intelligence
by: Jiang, Jinhao, et al.
Published: (2025)

Artificial Expert Intelligence through PAC-reasoning
by: Shalev-Shwartz, Shai, et al.
Published: (2024)

Dialectics for Artificial Intelligence
by: Hu, Zhengmian
Published: (2025)

Gradually Excavating External Knowledge for Implicit Complex Question Answering
by: Liu, Chang, et al.
Published: (2026)

Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer
by: Hu, Xinshuo, et al.
Published: (2024)

Evaluating the External and Parametric Knowledge Fusion of Large Language Models
by: Zhang, Hao, et al.
Published: (2024)

Can LLMs Solve ASP Problems? Insights from a Benchmarking Study (Extended Version)
by: Ren, Lin, et al.
Published: (2025)

Data and System Perspectives of Sustainable Artificial Intelligence
by: Xie, Tao, et al.
Published: (2025)

Artificial Intelligence and Dual Contract
by: Qi, Qian
Published: (2023)

Artificial General Intelligence for Medical Imaging Analysis
by: Li, Xiang, et al.
Published: (2023)

PaperScout: An Autonomous Agent for Academic Paper Search with Process-Aware Sequence-Level Policy Optimization
by: Pan, Tingyue, et al.
Published: (2026)

An Embedding-based Approach to Inconsistency-tolerant Reasoning with Inconsistent Ontologies
by: Wang, Keyu, et al.
Published: (2023)

Rescaling Confidence: What Scale Design Reveals About LLM Metacognition
by: Dai, Yuyang
Published: (2026)

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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