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Academic · 1 min

TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models

arXiv:2604.04942v1 Announce Type: new Abstract: Enhancing the reasoning capability of large language models (LLMs) remains a core challenge in natural language processing. The Chain-of-Thought (CoT) …

Jiaquan Zhang, Qigan Sun, Chaoning Zhang, Xudong Wang, Zhenzhen Huang, Yitian Zhou, Pengcheng Zheng, Chi-lok Andy Tai, Sung-Ho Bae, Zeyu Ma, Caiyan Qin, Jinyu Guo, Yang Yang, Hengtao Shen

5 views Apr 8

Academic · 1 min

$\pi^2$: Structure-Originated Reasoning Data Improves Long-Context Reasoning Ability of Large Language Models

arXiv:2604.05114v1 Announce Type: new Abstract: We study a pipeline that curates reasoning data from initial structured data for improving long-context reasoning in large language models …

Quyet V. Do, Thinh Pham, Nguyen Nguyen, Sha Li, Pratibha Zunjare, Tu Vu

26 views Apr 8

Academic · 1 min

Context-Agent: Dynamic Discourse Trees for Non-Linear Dialogue

arXiv:2604.05552v1 Announce Type: new Abstract: Large Language Models demonstrate outstanding performance in many language tasks but still face fundamental challenges in managing the non-linear flow …

Junan Hu, Shudan Guo, Wenqi Liu, Jianhua Yin, Yinwei Wei

9 views Apr 8

Academic · 1 min

Simulating the Evolution of Alignment and Values in Machine Intelligence

arXiv:2604.05274v1 Announce Type: new Abstract: Model alignment is currently applied in a vacuum, evaluated primarily through standardised benchmark performance. The purpose of this study is …

Jonathan Elsworth Eicher

5 views Apr 8

Academic · 1 min

Hierarchical SVG Tokenization: Learning Compact Visual Programs for Scalable Vector Graphics Modeling

arXiv:2604.05072v1 Announce Type: new Abstract: Recent large language models have shifted SVG generation from differentiable rendering optimization to autoregressive program synthesis. However, existing approaches still …

Ximing Xing, Ziteng Xue, Zhenxi Li, Weicong Liang, Linqing Wang, Zhantao Yang, Tiankai Hang, Zijin Yin, Qinglin Lu, Chunyu Wang, Qian Yu

13 views Apr 8

Academic · 1 min

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models

arXiv:2604.05497v1 Announce Type: new Abstract: Diffusion large language models (dLLMs) are emerging as promising alternatives to autoregressive (AR) LLMs. Recently, this paradigm has been extended …

Keuntae Kim, Mingyu Kang, Yong Suk Choi

10 views Apr 8

Academic · 1 min

Faster Superword Tokenization

arXiv:2604.05192v1 Announce Type: new Abstract: Byte Pair Encoding (BPE) is a widely used tokenization algorithm, whose tokens cannot extend across pre-tokenization boundaries, functionally limiting it …

Craig W. Schmidt, Chris Tanner, Yuval Pinter

12 views Apr 8

Academic · 1 min

Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors

arXiv:2604.05165v1 Announce Type: new Abstract: Reconfigurable Intelligent Surfaces (RIS) has a potential to engineer smart radio environments for next-generation millimeter-wave (mmWave) networks. However, the prohibitive …

Hieu Le, Mostafa Ibrahim, Oguz Bedir, Jian Tao, Sabit Ekin

21 views Apr 8

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

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Articles

TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models

$\pi^2$: Structure-Originated Reasoning Data Improves Long-Context Reasoning Ability of Large Language Models

Context-Agent: Dynamic Discourse Trees for Non-Linear Dialogue

Simulating the Evolution of Alignment and Values in Machine Intelligence

Hierarchical SVG Tokenization: Learning Compact Visual Programs for Scalable Vector Graphics Modeling

Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models

Faster Superword Tokenization

Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors

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

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