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Literature Library

Partition, Prompt, Aggregate: 统计 (Statistical) Self-Consistency in Language 模型 (Model)s

Partition, Prompt, Aggregate: Statistical Self-Consistency in Language Models

作者
Authors: Patrik Wolf | Thomas Kleine Buening | Andreas Krau... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 185 📚 23

Hindcast: Replaying 预测 (Prediction) Markets to Evaluate LLM Forecasters

Hindcast: Replaying Prediction Markets to Evaluate LLM Forecasters

作者
Authors: Xiao Ye | Jacob Dineen | Evan Zhu | Shijie Lu | Ke... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 166 📚 14

Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution

作者
Authors: Junjie Yin | Xinyu Feng 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 22 📚 10

Metacognition in LLMs: Foundations, Progress, and Opportunities

作者
Authors: Gabrielle Kaili-May Liu | Areeb Gani | Jacqueline ... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 154 📚 26

Task-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reason...

作者
Authors: Nirjhar Das | Md. Al-Mamun Provath 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 45 📚 18

Remember When It Matters: Proactive Memory Agent for Long-Horizon Agents

作者
Authors: Yifan Wu | Lizhu Zhang | Yuhang Zhou | Mingyi Wang... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 163 📚 5

Validity of LLMs as data annotators: AMALIA on authority

作者
Authors: Manuel Pita 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 136 📚 13

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

作者
Authors: Zhekai Chen | Chengqi Duan | Kaiyue Sun | Bohao Li... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 129 📚 9

Co-LMLM: Continuous-Query Limited Memory Language 模型 (Model)s

Co-LMLM: Continuous-Query Limited Memory Language Models

作者
Authors: Yair Feldman | Linxi Zhao | Nathan Godey | Dongyou... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 72 📚 26

Rethinking Indic AI from a Lens of Cultural Heritage Preservation

作者
Authors: Aparna Madva | Sharath Srivatsa | Srinath Srinivas... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 99 📚 4

Weak-to-Strong Generalization via Direct On-Policy Distillation

作者
Authors: Shiyuan Feng | Huan-ang Gao | Haohan Chi | Hanlin ... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 77 📚 1

Program-as-Weights: A Programming Paradigm for Fuzzy Functions

作者
Authors: Wentao Zhang | Liliana Hotsko | Woojeong Kim | Pen... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 99 📚 17

Measuring the Gap Between Human and LLM Research Ideas

作者
Authors: Ziyu Chen | Yilun Zhao | Arman Cohan 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 210 📚 22

QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents

作者
Authors: Sergio Hernández-Gutiérrez | Matteo Merler | Ilze ... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 186 📚 25

Self-Evolving World 模型 (Model)s for LLM Agent Planning

Self-Evolving World Models for LLM Agent Planning

作者
Authors: Xuan Zhang | Wenxuan Zhang | See-Kiong Ng | Yang D... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 37 📚 19

Towards Automating Scientific Review with Google's Paper Assistant Tool

作者
Authors: Rajesh Jayaram | Drew Tyler | David Woodruff | Cor... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 208 📚 14

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for...

作者
Authors: Tianyi Men | Zhuoran Jin | Pengfei Cao | Yubo Chen... 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 95 📚 19

Mapping Political-Elite Networks in Europe with a Multilingual Joint Entity-Relation Extraction Pipe...

作者
Authors: Kirill Solovev | Jana Lasser 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 165 📚 17

Real-Time Voice AI Hears but Does Not Listen

作者
Authors: Martijn Bartelds | Federico Bianchi | James Zou 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 191 📚 4

Matching Tasks to Objectives: Fine-Tuning and Prompt-Tuning Strategies for Encoder-Decoder Pre-train...

Matching Tasks to Objectives: Fine-Tuning and Prompt-Tuning Strategies for Encoder-Decoder Pre-train...

作者
Authors: Ahmad Pouramini | Hesham Faili 期刊
Journal: arXiv 年份
Year: 2026 分类
Category: 自然语言处理
NLP

👁 40 📚 9