Academic

Academic

Academic · 1 min

XMark: Reliable Multi-Bit Watermarking for LLM-Generated Texts

arXiv:2604.05242v1 Announce Type: new Abstract: Multi-bit watermarking has emerged as a promising solution for embedding imperceptible binary messages into Large Language Model (LLM)-generated text, enabling …

Jiahao Xu, Rui Hu, Olivera Kotevska, Zikai Zhang
9 views
Academic · 1 min

CODESTRUCT: Code Agents over Structured Action Spaces

arXiv:2604.05407v1 Announce Type: new Abstract: LLM-based code agents treat repositories as unstructured text, applying edits through brittle string matching that frequently fails due to formatting …

Myeongsoo Kim, Joe Hsu, Dingmin Wang, Shweta Garg, Varun Kumar, Murali Krishna Ramanathan
8 views
Academic · 1 min

Confidence Should Be Calibrated More Than One Turn Deep

arXiv:2604.05397v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly applied in high-stakes domains such as finance, healthcare, and education, where reliable multi-turn interactions …

Zhaohan Zhang, Chengzhengxu Li, Xiaoming Liu, Chao Shen, Ziquan Liu, Ioannis Patras
11 views
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
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
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