#large language models

topiclarge language models

514 papers · 1 filter

cs.AI2026

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications

Xiangning Lin, Shenzhe Zhu, Shu Yang +23

The paper presents AISPA, a user‑centric framework for auditing the system prompts that guide large language model behavior in commercial AI products, and reports findings from ana…

cs.SE2026

PAIChecker: Uncovering and Checking PR-Issue Misalignment in SWE-Bench-Like Benchmarks

Manyi Wang, Junjielong Xu, Pinjia He

The paper introduces PAIChecker, a multi‑agent system that automatically detects misalignments between pull requests and their linked issues in SWE‑bench‑style benchmarks, improvin…

cs.SE2026

CoGate: Confidence-Gated Co-Decoding for Secure Code Generation

Minghao Hu, Lannan Luo, Allen Roush +1

The paper introduces CoGate, a method that uses the confidence of a security expert model to gate its influence during co-decoding for generating more secure code with large langua…

cs.CL2026

AI systems and the reproduction of (standard) language ideologies in World Englishes

Kingsley Ugwuanyi

The paper investigates how large language models and related AI systems reproduce standard language ideologies that privilege Inner Circle English, marginalizing non‑dominant varie…

cs.AI2026

MANTA: Multi-Agent Network Topology Adaptation for Self-Evolving Multi-Agent Systems

Mao-xun Huang, Jerry Wang, Yi-Cheng Lai +3

The paper presents MANTA, a framework that lets large language model‑driven multi‑agent systems dynamically adjust their communication topology during inference, updating roles, li…

cs.IR2026

TCA-SIR: Learning Target-Conditioned Abstractions for Scientific Inspiration Retrieval

Yuto Suzuki, Farnoush Banaei-Kashani

The paper introduces TCA-SIR, a method that learns to generate target‑conditioned abstractions of scientific papers to improve scientific inspiration retrieval, showing higher hit…