Cover Image

Probing How Scalable Table Data Enhances General Long-Context Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xie, Huaibing, Zhao, Guoliang, Liu, Yang, Dou, Shihan, Huang, Siming, Xiao, Yanling, Wang, Shaolei, Liu, Yiting, Zhang, Cheng, Liu, Shaofan, Zhou, Pluto
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Decomposition Perspective to Long-context Reasoning for LLMs
by: Xiao, Yanling, et al.
Published: (2026)

CL-bench: A Benchmark for Context Learning
by: Dou, Shihan, et al.
Published: (2026)

CL-bench Life: Can Language Models Learn from Real-Life Context?
by: Dou, Shihan, et al.
Published: (2026)

Self-Distillation for Multi-Token Prediction
by: Zhao, Guoliang, et al.
Published: (2026)

GeoFM: Enhancing Geometric Reasoning of MLLMs via Synthetic Data Generation through Formal Language
by: Zhang, Yuhao, et al.
Published: (2025)

LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data
by: Yang, Cehao, et al.
Published: (2025)

ReSSFormer: A Recursive Sparse Structured Transformer for Scalable and Long-Context Reasoning
by: You, Haochen, et al.
Published: (2025)

Long Context Compression with Activation Beacon
by: Zhang, Peitian, et al.
Published: (2024)

Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation
by: Lv, Changze, et al.
Published: (2026)

Are Long-LLMs A Necessity For Long-Context Tasks?
by: Qian, Hongjin, et al.
Published: (2024)

V-CAGE: Context-Aware Generation and Verification for Scalable Long-Horizon Embodied Tasks
by: Liu, Yaru, et al.
Published: (2026)

Reliability of Large Language Model Generated Clinical Reasoning in Assisted Reproductive Technology: Blinded Comparative Evaluation Study
by: Liu, Dou, et al.
Published: (2025)

Enhancing Meta‐Analytic Rigour in Research on Mental Health Nurses' Well‐Being
by: Wang Shaolei, et al.
Published: (2025)

Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration
by: He, Bowei, et al.
Published: (2026)

CC2Vec: Combining Typed Tokens with Contrastive Learning for Effective Code Clone Detection
by: Dou, Shihan, et al.
Published: (2024)

LongSafety: Enhance Safety for Long-Context LLMs
by: Huang, Mianqiu, et al.
Published: (2024)

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
by: Zhang, Shaolei, et al.
Published: (2025)

DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation
by: Yin, Siqi, et al.
Published: (2025)

A Scalable Benchmark for Repository-Oriented Long-Horizon Conversational Context Management
by: Liu, Yang, et al.
Published: (2026)

DetectiveQA: Evaluating Long-Context Reasoning on Detective Novels
by: Xu, Zhe, et al.
Published: (2024)

LongReason: A Synthetic Long-Context Reasoning Benchmark via Context Expansion
by: Ling, Zhan, et al.
Published: (2025)

StructKV: Preserving the Structural Skeleton for Scalable Long-Context Inference
by: Chen, Zhirui, et al.
Published: (2026)

Mind the Context: Attention-Guided Weak-to-Strong Consistency for Enhanced Semi-Supervised Medical Image Segmentation
by: Cheng, Yuxuan, et al.
Published: (2024)

FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative Modeling
by: Wang, Sifan, et al.
Published: (2025)

MemoRAG: Boosting Long Context Processing with Global Memory-Enhanced Retrieval Augmentation
by: Qian, Hongjin, et al.
Published: (2024)

HVOFusion: Incremental Mesh Reconstruction Using Hybrid Voxel Octree
by: Liu, Shaofan, et al.
Published: (2024)

Revealing the Learning Dynamics of Long-Context Continual Pre-training
by: Liang, Yupu, et al.
Published: (2026)

Self‐Charging Near‐Infrared Mechano‐Afterglow in Cr 3+ Activated Composites
by: Chao Dou, et al.
Published: (2025)

Beyond Activation Patterns: A Weight-Based Out-of-Context Explanation of Sparse Autoencoder Features
by: Liu, Yiting, et al.
Published: (2026)

LLM-Enhanced Data Management
by: Zhou, Xuanhe, et al.
Published: (2024)

Non-Registration Change Detection: A Novel Change Detection Task and Benchmark Dataset
by: Shan, Zhe, et al.
Published: (2025)

Boosting Long-Context Management via Query-Guided Activation Refilling
by: Qian, Hongjin, et al.
Published: (2024)

AgenticMath: Enhancing LLM Reasoning via Agentic-based Math Data Generation
by: Liu, Xianyang, et al.
Published: (2025)

RetroInfer: A Vector Storage Engine for Scalable Long-Context LLM Inference
by: Chen, Yaoqi, et al.
Published: (2025)

A novel control volume method for flow in fractured porous media on non-conforming meshes
by: Liu, Guoliang
Published: (2026)

MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data
by: Chen, Zhekai, et al.
Published: (2026)

RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation
by: Wang, Zihao, et al.
Published: (2024)

VeriReason: Reinforcement Learning with Testbench Feedback for Reasoning-Enhanced Verilog Generation
by: Wang, Yiting, et al.
Published: (2025)

Unlocking the Essence of Beauty: Advanced Aesthetic Reasoning with Relative-Absolute Policy Optimization
by: Liu, Boyang, et al.
Published: (2025)

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
by: Yang, Wang, et al.
Published: (2025)