Cover Image

Monocle: Hybrid Local-Global In-Context Evaluation for Long-Text Generation with Uncertainty-Based Active Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Xiaorong, Yang, Ting, Zhang, Zhu, Wang, Shuo, Zhou, Zihan, Yang, Liner, Liu, Zhiyuan, Sun, Maosong
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On LLM-Based Scientific Inductive Reasoning Beyond Equations
by: Lin, Brian S., et al.
Published: (2025)

OMGEval: An Open Multilingual Generative Evaluation Benchmark for Large Language Models
by: Liu, Yang, et al.
Published: (2024)

LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources
by: Wang, Haoyu, et al.
Published: (2025)

Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts
by: Chen, Yingfa, et al.
Published: (2026)

Hybrid Local-Global Context Learning for Neural Video Compression
by: Zhai, Yongqi, et al.
Published: (2024)

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning Dataset
by: Wang, Haoyu, et al.
Published: (2024)

$\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens
by: Zhang, Xinrong, et al.
Published: (2024)

LLM$\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System
by: Chao, Yu, et al.
Published: (2025)

MCTS: A Multi-Reference Chinese Text Simplification Dataset
by: Chong, Ruining, et al.
Published: (2023)

Cross-domain Chinese Sentence Pattern Parsing
by: Yu, Jingsi, et al.
Published: (2024)

MiniCPM-SALA: Hybridizing Sparse and Linear Attention for Efficient Long-Context Modeling
by: MiniCPM Team, et al.
Published: (2026)

MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization
by: Yang, Zhiyu, et al.
Published: (2024)

APB: Accelerating Distributed Long-Context Inference by Passing Compressed Context Blocks across GPUs
by: Huang, Yuxiang, et al.
Published: (2025)

Context Forcing: Consistent Autoregressive Video Generation with Long Context
by: Chen, Shuo, et al.
Published: (2026)

DGL: Dynamic Global-Local Prompt Tuning for Text-Video Retrieval
by: Yang, Xiangpeng, et al.
Published: (2024)

Representation Learning for Natural Language Processing
by: Liu, Zhiyuan, et al.
Published: (2020)

InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context Memory
by: Xiao, Chaojun, et al.
Published: (2024)

LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks
by: Wang, Hanqing, et al.
Published: (2024)

Bridging Local Details and Global Context in Text-Attributed Graphs
by: Wang, Yaoke, et al.
Published: (2024)

PR-CAD: Progressive Refinement for Unified Controllable and Faithful Text-to-CAD Generation with Large Language Models
by: An, Jiyuan, et al.
Published: (2026)

Squid: Long Context as a New Modality for Energy-Efficient On-Device Language Models
by: Chen, Wei, et al.
Published: (2024)

ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation
by: Zhao, Xuanle, et al.
Published: (2025)

Cost-Optimal Grouped-Query Attention for Long-Context Modeling
by: Chen, Yingfa, et al.
Published: (2025)

LLM$\times$MapReduce: Simplified Long-Sequence Processing using Large Language Models
by: Zhou, Zihan, et al.
Published: (2024)

BurstAttention: An Efficient Distributed Attention Framework for Extremely Long Sequences
by: Sun, Ao, et al.
Published: (2024)

From Text to CQL: Bridging Natural Language and Corpus Search Engine
by: Lu, Luming, et al.
Published: (2024)

RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework
by: Zhu, Kunlun, et al.
Published: (2024)

Text-Video Retrieval With Global-Local Contrastive Consistency Learning
by: Jing, Xiaolun, et al.
Published: (2026)

Learning Personalized Alignment for Evaluating Open-ended Text Generation
by: Wang, Danqing, et al.
Published: (2023)

From Human Cognition to Neural Activations: Probing the Computational Primitives of Spatial Reasoning in LLMs
by: An, Jiyuan, et al.
Published: (2026)

PillarMamba: Learning Local-Global Context for Roadside Point Cloud via Hybrid State Space Model
by: Zhang, Zhang, et al.
Published: (2025)

Personality-affected Emotion Generation in Dialog Systems
by: Wen, Zhiyuan, et al.
Published: (2024)

Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs
by: Zhou, Shang, et al.
Published: (2024)

Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
by: Duan, Shaohua, et al.
Published: (2025)

On Many-Shot In-Context Learning for Long-Context Evaluation
by: Zou, Kaijian, et al.
Published: (2024)

100-LongBench: Are de facto Long-Context Benchmarks Literally Evaluating Long-Context Ability?
by: Yang, Wang, et al.
Published: (2025)

FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data
by: Xiao, Zikai, et al.
Published: (2024)

Foresighted Online Policy Optimization with Interference
by: Xiang, Liner, et al.
Published: (2025)

Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
by: Chen, Weize, et al.
Published: (2024)

Utilizing Local Hierarchy with Adversarial Training for Hierarchical Text Classification
by: Wang, Zihan, et al.
Published: (2024)