Cover Image

Towards Knowledgeable Deep Research: Framework and Benchmark

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Wenxuan, Li, Zixuan, Bai, Long, Zhang, Chunmao, Zhang, Fenghui, Chen, Zhuo, Li, Wei, Zuo, Yuxin, Wang, Fei, Xu, Bingbing, Jiang, Xuhui, Zhang, Jin, Jin, Xiaolong, Guo, Jiafeng, Chua, Tat-Seng, Cheng, Xueqi
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

KnowCoder-V2: Deep Knowledge Analysis
by: Li, Zixuan, et al.
Published: (2025)

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models
by: Bai, Long, et al.
Published: (2025)

Towards Event Extraction with Massive Types: LLM-based Collaborative Annotation and Partitioning Extraction
by: Liu, Wenxuan, et al.
Published: (2025)

Towards Robust Universal Information Extraction: Benchmark, Evaluation, and Solution
by: Zhu, Jizhao, et al.
Published: (2025)

Selective Temporal Knowledge Graph Reasoning
by: Hou, Zhongni, et al.
Published: (2024)

KnowCoder-X: Boosting Multilingual Information Extraction via Code
by: Zuo, Yuxin, et al.
Published: (2024)

Temporal Knowledge Graph Question Answering: A Survey
by: Su, Miao, et al.
Published: (2024)

Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs
by: Hou, Zhongni, et al.
Published: (2025)

An In-Context Schema Understanding Method for Knowledge Base Question Answering
by: Liu, Yantao, et al.
Published: (2023)

Contrastive Pre-training for Deep Session Data Understanding
by: Li, Zixuan, et al.
Published: (2024)

Class-Incremental Few-Shot Event Detection
by: Zhao, Kailin, et al.
Published: (2024)

Compose Your Aesthetics: Empowering Text-to-Image Models with the Principles of Art
by: Jin, Zhe, et al.
Published: (2025)

Learning to Ask Critical Questions for Assisting Product Search
by: Li, Zixuan, et al.
Published: (2024)

KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction
by: Li, Zixuan, et al.
Published: (2024)

Towards Modality Generalization: A Benchmark and Prospective Analysis
by: Liu, Xiaohao, et al.
Published: (2024)

A Survey of Link Prediction in N-ary Knowledge Graphs
by: Wei, Jiyao, et al.
Published: (2025)

Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs
by: Guan, Saiping, et al.
Published: (2024)

Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks
by: Xu, Shicheng, et al.
Published: (2023)

Self-Improvement Programming for Temporal Knowledge Graph Question Answering
by: Chen, Zhuo, et al.
Published: (2024)

Nested Event Extraction upon Pivot Element Recogniton
by: Ren, Weicheng, et al.
Published: (2023)

XNLP: An Interactive Demonstration System for Universal Structured NLP
by: Fei, Hao, et al.
Published: (2023)

Towards Goal-oriented Intelligent Tutoring Systems in Online Education
by: Deng, Yang, et al.
Published: (2023)

Beyond Dialogue Time: Temporal Semantic Memory for Personalized LLM Agents
by: Su, Miao, et al.
Published: (2026)

Knowledge Boundary of Large Language Models: A Survey
by: Li, Moxin, et al.
Published: (2024)

On Generative Agents in Recommendation
by: Zhang, An, et al.
Published: (2023)

KnowCoder-A1: Incentivizing Agentic Reasoning Capability with Outcome Supervision for KBQA
by: Chen, Zhuo, et al.
Published: (2025)

Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment
by: Li, Moxin, et al.
Published: (2025)

Towards Semantic Equivalence of Tokenization in Multimodal LLM
by: Wu, Shengqiong, et al.
Published: (2024)

Language Representations Can be What Recommenders Need: Findings and Potentials
by: Sheng, Leheng, et al.
Published: (2024)

Universal Scene Graph Generation
by: Wu, Shengqiong, et al.
Published: (2025)

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents
by: Deng, Yang, et al.
Published: (2023)

Few-shot Link Prediction on N-ary Facts
by: Wei, Jiyao, et al.
Published: (2023)

Can Large Language Models Derive New Knowledge? A Dynamic Benchmark for Biological Knowledge Discovery
by: Yang, Chaoqun, et al.
Published: (2026)

The Emergence of Abstract Thought in Large Language Models Beyond Any Language
by: Chen, Yuxin, et al.
Published: (2025)

On the Multi-turn Instruction Following for Conversational Web Agents
by: Deng, Yang, et al.
Published: (2024)

StruProKGR: A Structural and Probabilistic Framework for Sparse Knowledge Graph Reasoning
by: Guo, Yucan, et al.
Published: (2025)

Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching
by: Chu, Meng, et al.
Published: (2023)

Understanding Long Videos via LLM-Powered Entity Relation Graphs
by: Chu, Meng, et al.
Published: (2025)

Disentangling Masked Autoencoders for Unsupervised Domain Generalization
by: Zhang, An, et al.
Published: (2024)

NextMem: Towards Latent Factual Memory for LLM-based Agents
by: Zhang, Zeyu, et al.
Published: (2026)