Academic

Academic · 1 min

GoAgent: Group-of-Agents Communication Topology Generation for LLM-based Multi-Agent Systems

arXiv:2603.19677v1 Announce Type: new Abstract: Large language model (LLM)-based multi-agent systems (MAS) have demonstrated exceptional capabilities in solving complex tasks, yet their effectiveness depends heavily …

Hongjiang Chen, Xin Zheng, Yixin Liu, Pengfei Jiao, Shiyuan Li, Huan Liu, Zhidong Zhao, Ziqi Xu, Ibrahim Khalil, Shirui Pan

33 views Mar 23

Academic · 1 min

Evaluating FrameNet-Based Semantic Modeling for Gender-Based Violence Detection in Clinical Records

arXiv:2603.18124v1 Announce Type: new Abstract: Gender-based violence (GBV) is a major public health issue, with the World Health Organization estimating that one in three women …

L\'ivia Dutra, Arthur Lorenzi, Frederico Belcavello, Ely Matos, Marcelo Viridiano, Lorena Larr\'e, Ol\'ivia Guaranha, Erik Santos, Sofia Reinach, Pedro de Paula, Tiago Torrent

41 views Mar 20

Academic · 1 min

BenchBrowser -- Collecting Evidence for Evaluating Benchmark Validity

arXiv:2603.18019v1 Announce Type: new Abstract: Do language model benchmarks actually measure what practitioners intend them to ? High-level metadata is too coarse to convey the …

Harshita Diddee, Gregory Yauney, Swabha Swayamdipta, Daphne Ippolito

42 views Mar 20

Academic · 1 min

An Agentic System for Schema Aware NL2SQL Generation

arXiv:2603.18018v1 Announce Type: new Abstract: The natural language to SQL (NL2SQL) task plays a pivotal role in democratizing data access by enabling non-expert users to …

David Onyango, Naseef Mansoor

64 views Mar 20

Academic · 1 min

MineDraft: A Framework for Batch Parallel Speculative Decoding

arXiv:2603.18016v1 Announce Type: new Abstract: Speculative decoding (SD) accelerates large language model inference by using a smaller draft model to propose draft tokens that are …

Zhenwei Tang, Arun Verma, Zijian Zhou, Zhaoxuan Wu, Alok Prakash, Daniela Rus, Bryan Kian Hsiang Low

36 views Mar 20

Academic · 1 min

Beyond Accuracy: An Explainability-Driven Analysis of Harmful Content Detection

arXiv:2603.18015v1 Announce Type: new Abstract: Although automated harmful content detection systems are frequently used to monitor online platforms, moderators and end users frequently cannot understand …

Trishita Dhara, Siddhesh Sheth

23 views Mar 20

Academic · 1 min

Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction

arXiv:2603.18014v1 Announce Type: new Abstract: Structured Outputs from current LLMs exhibit sporadic errors, hindering enterprise AI efforts from realizing their immense potential. We present CONSTRUCT, …

Hui Wen Goh, Jonas Mueller

22 views Mar 20

Academic · 1 min

Learned but Not Expressed: Capability-Expression Dissociation in Large Language Models

arXiv:2603.18013v1 Announce Type: new Abstract: Large language models (LLMs) demonstrate the capacity to reconstruct and trace learned content from their training data under specific elicitation …

Toshiyuki Shigemura

18 views Mar 20

Academic · 1 min

DynaRAG: Bridging Static and Dynamic Knowledge in Retrieval-Augmented Generation

arXiv:2603.18012v1 Announce Type: new Abstract: We present DynaRAG, a retrieval-augmented generation (RAG) framework designed to handle both static and time-sensitive information needs through dynamic knowledge …

Penghao Liang, Mengwei Yuan, Jianan Liu, Jing Yang, Xianyou Li, Weiran Yan, Yichao Wu

25 views Mar 20

Academic · 1 min

Controllable Evidence Selection in Retrieval-Augmented Question Answering via Deterministic Utility Gating

arXiv:2603.18011v1 Announce Type: new Abstract: Many modern AI question-answering systems convert text into vectors and retrieve the closest matches to a user question. While effective …

Victor P. Unda

19 views Mar 20

Academic · 1 min

Agentic Framework for Political Biography Extraction

arXiv:2603.18010v1 Announce Type: new Abstract: The production of large-scale political datasets typically demands extracting structured facts from vast piles of unstructured documents or web sources, …

Yifei Zhu, Songpo Yang, Jiangnan Zhu, Junyan Jiang

21 views Mar 20

Academic · 1 min

How Confident Is the First Token? An Uncertainty-Calibrated Prompt Optimization Framework for Large Language Model …

arXiv:2603.18009v1 Announce Type: new Abstract: With the widespread adoption of large language models (LLMs) in natural language processing, prompt engineering and retrieval-augmented generation (RAG) have …

Wei Chen, Guoyang Ju, Yuanyuan Qi

21 views Mar 20

GoAgent: Group-of-Agents Communication Topology Generation for LLM-based Multi-Agent Systems

Evaluating FrameNet-Based Semantic Modeling for Gender-Based Violence Detection in Clinical Records

BenchBrowser -- Collecting Evidence for Evaluating Benchmark Validity

An Agentic System for Schema Aware NL2SQL Generation

MineDraft: A Framework for Batch Parallel Speculative Decoding

Beyond Accuracy: An Explainability-Driven Analysis of Harmful Content Detection

Real-Time Trustworthiness Scoring for LLM Structured Outputs and Data Extraction

Learned but Not Expressed: Capability-Expression Dissociation in Large Language Models

DynaRAG: Bridging Static and Dynamic Knowledge in Retrieval-Augmented Generation

Controllable Evidence Selection in Retrieval-Augmented Question Answering via Deterministic Utility Gating

Agentic Framework for Political Biography Extraction

How Confident Is the First Token? An Uncertainty-Calibrated Prompt Optimization Framework for Large Language Model …

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