Academic

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Academic · 1 min

EpiBench: Benchmarking Multi-turn Research Workflows for Multimodal Agents

arXiv:2604.05557v1 Announce Type: new Abstract: Scientific research follows multi-turn, multi-step workflows that require proactively searching the literature, consulting figures and tables, and integrating evidence across …

Xuan Dong, Huanyang Zheng, Tianhao Niu, Zhe Han, Pengzhan Li, Bofei Liu, Zhengyang Liu, Guancheng Li, Qingfu Zhu, Wanxiang Che

35 views Apr 8

Academic · 1 min

FastDiSS: Few-step Match Many-step Diffusion Language Model on Sequence-to-Sequence Generation--Full Version

arXiv:2604.05551v1 Announce Type: new Abstract: Self-conditioning has been central to the success of continuous diffusion language models, as it allows models to correct previous errors. …

Dat Nguyen-Cong, Tung Kieu, Hoang Thanh-Tung

46 views Apr 8

Academic · 1 min

DQA: Diagnostic Question Answering for IT Support

arXiv:2604.05350v1 Announce Type: new Abstract: Enterprise IT support interactions are fundamentally diagnostic: effective resolution requires iterative evidence gathering from ambiguous user reports to identify an …

Vishaal Kapoor, Mariam Dundua, Sarthak Ahuja, Neda Kordjazi, Evren Yortucboylu, Vaibhavi Padala, Derek Ho, Jennifer Whitted, Rebecca Steinert

15 views Apr 8

Academic · 1 min

Beneath the Surface: Investigating LLMs' Capabilities for Communicating with Subtext

arXiv:2604.05273v1 Announce Type: new Abstract: Human communication is fundamentally creative, and often makes use of subtext -- implied meaning that goes beyond the literal content …

Kabir Ahuja, Yuxuan Li, Andrew Kyle Lampinen

7 views Apr 8

Academic · 1 min

Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs

arXiv:2604.05522v1 Announce Type: new Abstract: Omni Large Language Models (Omni-LLMs) have demonstrated impressive capabilities in holistic multi-modal perception, yet they consistently falter in complex scenarios …

Hongcheng Liu, Yuhao Wang, Zhe Chen, Pingjie Wang, Zhiyuan Zhu, Yixuan Hou, Yanfeng Wang, Yu Wang

9 views Apr 8

Academic · 1 min

Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting

arXiv:2604.05540v1 Announce Type: new Abstract: Large language models (LLMs) can effectively handle outdated information through knowledge editing. However, current approaches face two key limitations: (I) …

Jinhu Fu, Yan Bai, Longzhu He, Yihang Lou, Yanxiao Zhao, Li Sun, Sen Su

17 views Apr 8

Academic · 1 min

Vehicle-as-Prompt: A Unified Deep Reinforcement Learning Framework for Heterogeneous Fleet Vehicle Routing Problem

arXiv:2604.05195v1 Announce Type: new Abstract: Unlike traditional homogeneous routing problems, the Heterogeneous Fleet Vehicle Routing Problem (HFVRP) involves heterogeneous fixed costs, variable travel costs, and …

Shihong Huang, Shengjie Wang, Lei Gao, Hong Ma, Zhanluo Zhang, Feng Zhang, Weihua Zhou

9 views Apr 8

Academic · 1 min

Multi-Drafter Speculative Decoding with Alignment Feedback

arXiv:2604.05417v1 Announce Type: new Abstract: Speculative decoding (SD) accelerates large language model (LLM) inference by using a smaller model to draft future tokens, which are …

Taehyeon Kim, Hojung Jung, Se-Young Yun

18 views Apr 8

Academic · 1 min

DIA-HARM: Dialectal Disparities in Harmful Content Detection Across 50 English Dialects

arXiv:2604.05318v1 Announce Type: new Abstract: Harmful content detectors-particularly disinformation classifiers-are predominantly developed and evaluated on Standard American English (SAE), leaving their robustness to dialectal variation …

Jason Lucas, Matt Murtagh, Ali Al-Lawati, Uchendu Uchendu, Adaku Uchendu, Dongwon Lee

6 views Apr 8

Academic · 1 min

Pressure, What Pressure? Sycophancy Disentanglement in Language Models via Reward Decomposition

arXiv:2604.05279v1 Announce Type: new Abstract: Large language models exhibit sycophancy, the tendency to shift their stated positions toward perceived user preferences or authority cues regardless …

Muhammad Ahmed Mohsin, Ahsan Bilal, Muhammad Umer, Emily Fox

4 views Apr 8

Academic · 1 min

Graph of Skills: Dependency-Aware Structural Retrieval for Massive Agent Skills

arXiv:2604.05333v1 Announce Type: new Abstract: Skill usage has become a core component of modern agent systems and can substantially improve agents' ability to complete complex …

Dawei Li, Zongxia Li, Hongyang Du, Xiyang Wu, Shihang Gui, Yongbei Kuang, Lichao Sun

4 views Apr 8

Academic · 1 min

Feature-Aware Anisotropic Local Differential Privacy for Utility-Preserving Graph Representation Learning in Metal Additive Manufacturing

arXiv:2604.05077v1 Announce Type: new Abstract: Metal additive manufacturing (AM) enables the fabrication of safety-critical components, but reliable quality assurance depends on high-fidelity sensor streams containing …

MD Shafikul Islam, Mahathir Mohammad Bappy, Saifur Rahman Tushar, Md Arifuzzaman

29 views Apr 8

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Academic

EpiBench: Benchmarking Multi-turn Research Workflows for Multimodal Agents

FastDiSS: Few-step Match Many-step Diffusion Language Model on Sequence-to-Sequence Generation--Full Version

DQA: Diagnostic Question Answering for IT Support

Beneath the Surface: Investigating LLMs' Capabilities for Communicating with Subtext

Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs

Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting

Vehicle-as-Prompt: A Unified Deep Reinforcement Learning Framework for Heterogeneous Fleet Vehicle Routing Problem

Multi-Drafter Speculative Decoding with Alignment Feedback

DIA-HARM: Dialectal Disparities in Harmful Content Detection Across 50 English Dialects

Pressure, What Pressure? Sycophancy Disentanglement in Language Models via Reward Decomposition

Graph of Skills: Dependency-Aware Structural Retrieval for Massive Agent Skills

Feature-Aware Anisotropic Local Differential Privacy for Utility-Preserving Graph Representation Learning in Metal Additive Manufacturing

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